{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import os\n",
    "import json\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "os.chdir('C:\\\\Users\\\\12451\\\\Desktop\\\\豆瓣电影')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 读取电影基础信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>主演</th>\n",
       "      <th>导演</th>\n",
       "      <th>标记</th>\n",
       "      <th>海报</th>\n",
       "      <th>片名</th>\n",
       "      <th>网址</th>\n",
       "      <th>评分</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>26752088</td>\n",
       "      <td>['徐峥', '王传君', '周一围', '谭卓', '章宇']</td>\n",
       "      <td>['文牧野']</td>\n",
       "      <td>45</td>\n",
       "      <td>https://img3.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>我不是药神</td>\n",
       "      <td>https://movie.douban.com/subject/26752088/</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1295644</td>\n",
       "      <td>['让·雷诺', '娜塔莉·波特曼', '加里·奥德曼', '丹尼·爱罗', '彼得·阿佩尔']</td>\n",
       "      <td>['吕克·贝松']</td>\n",
       "      <td>45</td>\n",
       "      <td>https://img3.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>这个杀手不太冷</td>\n",
       "      <td>https://movie.douban.com/subject/1295644/</td>\n",
       "      <td>9.4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         ID                                                主演         导演  标记  \\\n",
       "0  26752088                  ['徐峥', '王传君', '周一围', '谭卓', '章宇']    ['文牧野']  45   \n",
       "1   1295644  ['让·雷诺', '娜塔莉·波特曼', '加里·奥德曼', '丹尼·爱罗', '彼得·阿佩尔']  ['吕克·贝松']  45   \n",
       "\n",
       "                                                  海报       片名  \\\n",
       "0  https://img3.doubanio.com/view/photo/s_ratio_p...    我不是药神   \n",
       "1  https://img3.doubanio.com/view/photo/s_ratio_p...  这个杀手不太冷   \n",
       "\n",
       "                                           网址   评分  \n",
       "0  https://movie.douban.com/subject/26752088/  9.0  \n",
       "1   https://movie.douban.com/subject/1295644/  9.4  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "base_info = pd.read_excel('电影基本信息大全.xlsx')\n",
    "base_info.head(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 读取电影详细信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>上映时间</th>\n",
       "      <th>地区</th>\n",
       "      <th>热评</th>\n",
       "      <th>片名</th>\n",
       "      <th>片长</th>\n",
       "      <th>电影类型</th>\n",
       "      <th>简介</th>\n",
       "      <th>网址</th>\n",
       "      <th>评分人数</th>\n",
       "      <th>评分分布</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-2018</td>\n",
       "      <td>中国大陆</td>\n",
       "      <td>王传君所有不被外人理解的坚持，都在这一刻得到了完美释放。他不是关谷神奇，他是王传君。\\r\\n...</td>\n",
       "      <td>我不是药神</td>\n",
       "      <td>117</td>\n",
       "      <td>['剧情', '喜剧']</td>\n",
       "      <td>普通中年男子程勇（徐峥 饰）经营着一家保健品店，失意又失婚。不速之客吕受益（王传君 饰）的到...</td>\n",
       "      <td>https://movie.douban.com/subject/26752088/</td>\n",
       "      <td>1148470</td>\n",
       "      <td>{'力荐': '57.6%', '推荐': '34.8%', '很差': '0.2%', '...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-1994</td>\n",
       "      <td>法国</td>\n",
       "      <td>他们居然没做爱</td>\n",
       "      <td>这个杀手不太冷 Léon</td>\n",
       "      <td>110分钟(剧场版) / 133分钟(国际版)\\r\\n        又名: 杀手莱昂 / ...</td>\n",
       "      <td>['剧情', '动作', '犯罪']</td>\n",
       "      <td>里昂（让·雷诺饰）是名孤独的职业杀手，受人雇佣。一天，邻居家小姑娘马蒂尔达（纳塔丽·波特曼饰...</td>\n",
       "      <td>https://movie.douban.com/subject/1295644/</td>\n",
       "      <td>1344085</td>\n",
       "      <td>{'力荐': '74.1%', '推荐': '22.3%', '很差': '0.1%', '...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    上映时间    地区                                                 热评  \\\n",
       "0  -2018  中国大陆  王传君所有不被外人理解的坚持，都在这一刻得到了完美释放。他不是关谷神奇，他是王传君。\\r\\n...   \n",
       "1  -1994    法国                                            他们居然没做爱   \n",
       "\n",
       "             片名                                                 片长  \\\n",
       "0         我不是药神                                                117   \n",
       "1  这个杀手不太冷 Léon  110分钟(剧场版) / 133分钟(国际版)\\r\\n        又名: 杀手莱昂 / ...   \n",
       "\n",
       "                 电影类型                                                 简介  \\\n",
       "0        ['剧情', '喜剧']  普通中年男子程勇（徐峥 饰）经营着一家保健品店，失意又失婚。不速之客吕受益（王传君 饰）的到...   \n",
       "1  ['剧情', '动作', '犯罪']  里昂（让·雷诺饰）是名孤独的职业杀手，受人雇佣。一天，邻居家小姑娘马蒂尔达（纳塔丽·波特曼饰...   \n",
       "\n",
       "                                           网址     评分人数  \\\n",
       "0  https://movie.douban.com/subject/26752088/  1148470   \n",
       "1   https://movie.douban.com/subject/1295644/  1344085   \n",
       "\n",
       "                                                评分分布  \n",
       "0  {'力荐': '57.6%', '推荐': '34.8%', '很差': '0.2%', '...  \n",
       "1  {'力荐': '74.1%', '推荐': '22.3%', '很差': '0.1%', '...  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie_info = pd.read_excel('电影详细信息.xlsx')\n",
    "movie_info.head(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 数据清洗"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.双表合并"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "movie_combine = pd.merge(base_info,movie_info,left_on = '网址',right_on = '网址',how = 'inner')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.上映时间清洗"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    -2018\n",
       "1    -1994\n",
       "2    -1994\n",
       "3    -2019\n",
       "4    -2018\n",
       "Name: 上映时间, dtype: object"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie_combine['上映时间'].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    2018\n",
       "1    1994\n",
       "2    1994\n",
       "3    2019\n",
       "4    2018\n",
       "Name: 上映时间, dtype: object"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movie_combine['上映时间'] = movie_combine['上映时间'] * -1\n",
    "movie_combine['上映时间'].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.评分分布规整"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'str'>\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "\"{'力荐': '57.6%', '推荐': '34.8%', '很差': '0.2%', '还行': '6.9%', '较差': '0.5%'}\""
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#查看评分分布字段的格式\n",
    "print(type(movie_combine['评分分布'].values[0]))\n",
    "movie_combine['评分分布'].values[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#先替换成单引号\n",
    "var = movie_combine['评分分布'].values[0].replace(\"\\'\",'\\\"')\n",
    "#再进行解析\n",
    "type(json.loads(var))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#批量对评分进行操作\n",
    "def transform(x):\n",
    "    return json.loads(x.replace(\"\\'\",'\\\"'))\n",
    "\n",
    "movie_combine['format_评分'] = movie_combine['评分分布'].apply(transform)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>主演</th>\n",
       "      <th>导演</th>\n",
       "      <th>标记</th>\n",
       "      <th>海报</th>\n",
       "      <th>片名_x</th>\n",
       "      <th>网址</th>\n",
       "      <th>评分</th>\n",
       "      <th>上映时间</th>\n",
       "      <th>地区</th>\n",
       "      <th>...</th>\n",
       "      <th>电影类型</th>\n",
       "      <th>简介</th>\n",
       "      <th>评分人数</th>\n",
       "      <th>评分分布</th>\n",
       "      <th>format_评分</th>\n",
       "      <th>5星</th>\n",
       "      <th>4星</th>\n",
       "      <th>3星</th>\n",
       "      <th>2星</th>\n",
       "      <th>1星</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>26752088</td>\n",
       "      <td>['徐峥', '王传君', '周一围', '谭卓', '章宇']</td>\n",
       "      <td>['文牧野']</td>\n",
       "      <td>45</td>\n",
       "      <td>https://img3.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>我不是药神</td>\n",
       "      <td>https://movie.douban.com/subject/26752088/</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2018</td>\n",
       "      <td>中国大陆</td>\n",
       "      <td>...</td>\n",
       "      <td>['剧情', '喜剧']</td>\n",
       "      <td>普通中年男子程勇（徐峥 饰）经营着一家保健品店，失意又失婚。不速之客吕受益（王传君 饰）的到...</td>\n",
       "      <td>1148470</td>\n",
       "      <td>{'力荐': '57.6%', '推荐': '34.8%', '很差': '0.2%', '...</td>\n",
       "      <td>{'较差': '0.5%', '还行': '6.9%', '推荐': '34.8%', '很...</td>\n",
       "      <td>57.6</td>\n",
       "      <td>34.8</td>\n",
       "      <td>6.9</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         ID                                主演       导演  标记  \\\n",
       "0  26752088  ['徐峥', '王传君', '周一围', '谭卓', '章宇']  ['文牧野']  45   \n",
       "\n",
       "                                                  海报   片名_x  \\\n",
       "0  https://img3.doubanio.com/view/photo/s_ratio_p...  我不是药神   \n",
       "\n",
       "                                           网址   评分  上映时间    地区  ...  \\\n",
       "0  https://movie.douban.com/subject/26752088/  9.0  2018  中国大陆  ...   \n",
       "\n",
       "           电影类型                                                 简介     评分人数  \\\n",
       "0  ['剧情', '喜剧']  普通中年男子程勇（徐峥 饰）经营着一家保健品店，失意又失婚。不速之客吕受益（王传君 饰）的到...  1148470   \n",
       "\n",
       "                                                评分分布  \\\n",
       "0  {'力荐': '57.6%', '推荐': '34.8%', '很差': '0.2%', '...   \n",
       "\n",
       "                                           format_评分    5星    4星   3星   2星  \\\n",
       "0  {'较差': '0.5%', '还行': '6.9%', '推荐': '34.8%', '很...  57.6  34.8  6.9  0.5   \n",
       "\n",
       "    1星  \n",
       "0  0.2  \n",
       "\n",
       "[1 rows x 23 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#把单列字典的评分分布转化成分开的5列，且每一列是数值型的\n",
    "def get_rate(x,types):\n",
    "    try:\n",
    "        return float(x[types].strip('%'))\n",
    "    except:\n",
    "        pass\n",
    "    \n",
    "movie_combine['5星'] = movie_combine['format_评分'].apply(get_rate,types = '力荐')\n",
    "movie_combine['4星'] = movie_combine['format_评分'].apply(get_rate,types = '推荐')\n",
    "movie_combine['3星'] = movie_combine['format_评分'].apply(get_rate,types = '还行')\n",
    "movie_combine['2星'] = movie_combine['format_评分'].apply(get_rate,types = '较差')\n",
    "movie_combine['1星'] = movie_combine['format_评分'].apply(get_rate,types = '很差')\n",
    "\n",
    "movie_combine.head(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 数据分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>主演</th>\n",
       "      <th>导演</th>\n",
       "      <th>标记</th>\n",
       "      <th>海报</th>\n",
       "      <th>片名_x</th>\n",
       "      <th>网址</th>\n",
       "      <th>评分</th>\n",
       "      <th>上映时间</th>\n",
       "      <th>地区</th>\n",
       "      <th>...</th>\n",
       "      <th>电影类型</th>\n",
       "      <th>简介</th>\n",
       "      <th>评分人数</th>\n",
       "      <th>评分分布</th>\n",
       "      <th>format_评分</th>\n",
       "      <th>5星</th>\n",
       "      <th>4星</th>\n",
       "      <th>3星</th>\n",
       "      <th>2星</th>\n",
       "      <th>1星</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5123</th>\n",
       "      <td>24751811</td>\n",
       "      <td>['莱明·卡莱姆罗', '席爱拉·博格斯', '哈德利·弗雷泽', 'Earl Carpen...</td>\n",
       "      <td>['Nick Morris']</td>\n",
       "      <td>50</td>\n",
       "      <td>https://img3.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>剧院魅影：25周年纪念演出</td>\n",
       "      <td>https://movie.douban.com/subject/24751811/</td>\n",
       "      <td>9.7</td>\n",
       "      <td>2011</td>\n",
       "      <td>英国</td>\n",
       "      <td>...</td>\n",
       "      <td>['剧情', '音乐', '歌舞']</td>\n",
       "      <td>这是一场为庆祝音乐剧《剧院魅影》成功上演25周年的特别演出，地点在英国伦敦的皇家阿尔伯特音乐...</td>\n",
       "      <td>8835</td>\n",
       "      <td>{'力荐': '87.8%', '推荐': '10.6%', '很差': '0.2%', '...</td>\n",
       "      <td>{'较差': '0.1%', '还行': '1.2%', '推荐': '10.6%', '很...</td>\n",
       "      <td>87.8</td>\n",
       "      <td>10.6</td>\n",
       "      <td>1.2</td>\n",
       "      <td>0.1</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            ID                                                 主演  \\\n",
       "5123  24751811  ['莱明·卡莱姆罗', '席爱拉·博格斯', '哈德利·弗雷泽', 'Earl Carpen...   \n",
       "\n",
       "                   导演  标记                                                 海报  \\\n",
       "5123  ['Nick Morris']  50  https://img3.doubanio.com/view/photo/s_ratio_p...   \n",
       "\n",
       "               片名_x                                          网址   评分  上映时间  \\\n",
       "5123  剧院魅影：25周年纪念演出  https://movie.douban.com/subject/24751811/  9.7  2011   \n",
       "\n",
       "      地区  ...                电影类型  \\\n",
       "5123  英国  ...  ['剧情', '音乐', '歌舞']   \n",
       "\n",
       "                                                     简介  评分人数  \\\n",
       "5123  这是一场为庆祝音乐剧《剧院魅影》成功上演25周年的特别演出，地点在英国伦敦的皇家阿尔伯特音乐...  8835   \n",
       "\n",
       "                                                   评分分布  \\\n",
       "5123  {'力荐': '87.8%', '推荐': '10.6%', '很差': '0.2%', '...   \n",
       "\n",
       "                                              format_评分    5星    4星   3星   2星  \\\n",
       "5123  {'较差': '0.1%', '还行': '1.2%', '推荐': '10.6%', '很...  87.8  10.6  1.2  0.1   \n",
       "\n",
       "       1星  \n",
       "5123  0.2  \n",
       "\n",
       "[1 rows x 23 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#按照总评分，5星评分人数占比，4星占比，3星..依次类推\n",
    "movie_combine.sort_values(['评分','5星','4星','3星','2星','1星'],ascending = False,inplace = True)\n",
    "movie_combine.head(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "### 1.剔除掉没有评分的电影并绘制"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x2648d8e8ac8>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Q4HJ9kkfTrUEzXbck3Suwrx46/JokK6rqjKG6Zyd5zkgdAAAAwLwaxxkz/yXJy5L8dpJj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\nM4oAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2648b683240>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "movie_combine = movie_combine.loc[movie_combine['评分人数'] != 'None',:]\n",
    "\n",
    "fig,ax = plt.subplots(1,1,figsize = (13,5))\n",
    "#plt.figure(figsize = (12,5))\n",
    "sns.distplot(movie_combine['评分人数'].values,color = 'red',kde = False,bins = 200,ax = ax)\n",
    "ax.axvline(movie_combine['评分人数'].mean(),color = 'red',alpha = 0.7)\n",
    "ax.axvline(movie_combine['评分人数'].median(),color = 'blue',alpha = 0.5)\n",
    "plt.xlim(0,600000)\n",
    "plt.yticks(fontsize=11)\n",
    "plt.xticks(fontsize=11)\n",
    "ax.set_xlabel('评分人数', fontsize=14)\n",
    "ax.set_ylabel('数量', fontsize=13)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.用中位数作为人数筛选机制"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "中位数: 12315.5\n",
      "均值: 46136.74067455886\n"
     ]
    }
   ],
   "source": [
    "print('中位数:',movie_combine['评分人数'].median())\n",
    "print('均值:',movie_combine['评分人数'].mean())\n",
    "movie_f = movie_combine.loc[movie_combine['评分人数'] > movie_combine['评分人数'].median(),:]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "### 3.上映时间和数量分布趋势"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Program Files\\Anaconda3\\lib\\site-packages\\scipy\\stats\\stats.py:1626: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x2648e271b00>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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FAAAAoCNBCgAAAEBHghQAAACAjgQpAAAAAB0JUgAAAAA6EqQAAAAAdCRIAQAA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\nFXmqAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2648e1c9f60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots(1,1,figsize = (13,5))\n",
    "sns.distplot(movie_f['上映时间'].values,color = 'red',kde = False,ax = ax)\n",
    "\n",
    "plt.yticks(fontsize=11)\n",
    "plt.xticks(fontsize=11)\n",
    "ax.set_xlabel('上映时间', fontsize=14)\n",
    "ax.set_ylabel('数量', fontsize=13)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "### 4.不同年代电影数量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "20世纪10年代       0\n",
       "20世纪20年代       4\n",
       "20世纪30年代      10\n",
       "20世纪40年代      20\n",
       "20世纪50年代      38\n",
       "20世纪60年代      44\n",
       "20世纪70年代      53\n",
       "20世纪80年代     145\n",
       "20世纪90年代     522\n",
       "21世纪00年代    1511\n",
       "21世纪10年代    2130\n",
       "dtype: int64"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labels = []\n",
    "for i in range(1910,2020,10):\n",
    "    if i < 2000:\n",
    "        century = '20世纪{}年代'.format(str(i)[2:])\n",
    "    else:\n",
    "        century = '21世纪{}年代'.format(str(i)[2:])\n",
    "    labels.append(century)\n",
    "    \n",
    "century_f= pd.cut(movie_f['上映时间'].values,bins = list(range(1910,2030,10)),right = False,labels = labels).value_counts()\n",
    "century_f"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.年代打标"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Program Files\\Anaconda3\\lib\\site-packages\\ipykernel\\__main__.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  if __name__ == '__main__':\n"
     ]
    }
   ],
   "source": [
    "movie_f['年代'] = pd.cut(movie_f['上映时间'].values,bins = list(range(1910,2030,10)),right = False,labels = labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>主演</th>\n",
       "      <th>导演</th>\n",
       "      <th>标记</th>\n",
       "      <th>海报</th>\n",
       "      <th>片名_x</th>\n",
       "      <th>网址</th>\n",
       "      <th>评分</th>\n",
       "      <th>上映时间</th>\n",
       "      <th>地区</th>\n",
       "      <th>...</th>\n",
       "      <th>简介</th>\n",
       "      <th>评分人数</th>\n",
       "      <th>评分分布</th>\n",
       "      <th>format_评分</th>\n",
       "      <th>5星</th>\n",
       "      <th>4星</th>\n",
       "      <th>3星</th>\n",
       "      <th>2星</th>\n",
       "      <th>1星</th>\n",
       "      <th>年代</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2959</th>\n",
       "      <td>11615927</td>\n",
       "      <td>['杉田智和', '钉宫理惠', '阪口大助', '千叶进步', '中井和哉']</td>\n",
       "      <td>['藤田阳一']</td>\n",
       "      <td>45</td>\n",
       "      <td>https://img3.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>银魂完结篇：直到永远的万事屋</td>\n",
       "      <td>https://movie.douban.com/subject/11615927/</td>\n",
       "      <td>9.3</td>\n",
       "      <td>2013</td>\n",
       "      <td>日本</td>\n",
       "      <td>...</td>\n",
       "      <td>银魂完结篇即将上演，坂田银时（杉田智和 配音）在影院抓住一个盗录的电影小偷，谁知刺眼的白光之...</td>\n",
       "      <td>28956</td>\n",
       "      <td>{'力荐': '73.3%', '推荐': '19.0%', '很差': '0.4%', '...</td>\n",
       "      <td>{'较差': '0.6%', '还行': '6.7%', '推荐': '19.0%', '很...</td>\n",
       "      <td>73.3</td>\n",
       "      <td>19.0</td>\n",
       "      <td>6.7</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.4</td>\n",
       "      <td>21世纪10年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3969</th>\n",
       "      <td>26700818</td>\n",
       "      <td>['伊恩·麦克莱恩', '德里克·雅各比', '弗朗西斯·德·拉·图瓦', '伊万·瑞恩',...</td>\n",
       "      <td>['埃德·拜']</td>\n",
       "      <td>45</td>\n",
       "      <td>https://img3.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>极品基老伴：完结篇</td>\n",
       "      <td>https://movie.douban.com/subject/26700818/</td>\n",
       "      <td>9.3</td>\n",
       "      <td>2016</td>\n",
       "      <td>英国</td>\n",
       "      <td>...</td>\n",
       "      <td>A one-off special has been confirmed by ITV an...</td>\n",
       "      <td>17090</td>\n",
       "      <td>{'力荐': '72.5%', '推荐': '22.2%', '很差': '0.3%', '...</td>\n",
       "      <td>{'较差': '0.4%', '还行': '4.7%', '推荐': '22.2%', '很...</td>\n",
       "      <td>72.5</td>\n",
       "      <td>22.2</td>\n",
       "      <td>4.7</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.3</td>\n",
       "      <td>21世纪10年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>3541415</td>\n",
       "      <td>['莱昂纳多·迪卡普里奥', '约瑟夫·高登-莱维特', '艾伦·佩吉', '汤姆·哈迪',...</td>\n",
       "      <td>['克里斯托弗·诺兰']</td>\n",
       "      <td>45</td>\n",
       "      <td>https://img3.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>盗梦空间</td>\n",
       "      <td>https://movie.douban.com/subject/3541415/</td>\n",
       "      <td>9.3</td>\n",
       "      <td>2010</td>\n",
       "      <td>美国 / 英国</td>\n",
       "      <td>...</td>\n",
       "      <td>道姆·柯布（莱昂纳多·迪卡普里奥 Leonardo DiCaprio 饰）与同事阿瑟（约瑟夫...</td>\n",
       "      <td>1157943</td>\n",
       "      <td>{'力荐': '70.1%', '推荐': '25.4%', '很差': '0.2%', '...</td>\n",
       "      <td>{'较差': '0.3%', '还行': '4.1%', '推荐': '25.4%', '很...</td>\n",
       "      <td>70.1</td>\n",
       "      <td>25.4</td>\n",
       "      <td>4.1</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>21世纪10年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>5912992</td>\n",
       "      <td>['孔侑', '郑有美', '金志映', '金贤秀', '郑仁絮']</td>\n",
       "      <td>['黄东赫']</td>\n",
       "      <td>45</td>\n",
       "      <td>https://img3.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>熔炉</td>\n",
       "      <td>https://movie.douban.com/subject/5912992/</td>\n",
       "      <td>9.3</td>\n",
       "      <td>2011</td>\n",
       "      <td>韩国</td>\n",
       "      <td>...</td>\n",
       "      <td>来自首尔的哑语美术老师仁浩（孔宥 饰）来到雾津，应聘慈爱聋哑人学校。天降大雾，他意外撞车，维...</td>\n",
       "      <td>474228</td>\n",
       "      <td>{'力荐': '69.2%', '推荐': '26.4%', '很差': '0.1%', '...</td>\n",
       "      <td>{'较差': '0.3%', '还行': '4.0%', '推荐': '26.4%', '很...</td>\n",
       "      <td>69.2</td>\n",
       "      <td>26.4</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.1</td>\n",
       "      <td>21世纪10年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2775</th>\n",
       "      <td>27040774</td>\n",
       "      <td>['裴斗娜', '杰米·克莱顿', '蒂娜·德赛', '塔彭丝·米德尔顿', '马克思·雷迈特']</td>\n",
       "      <td>['拉娜·沃卓斯基']</td>\n",
       "      <td>45</td>\n",
       "      <td>https://img3.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>超感猎杀：完结特别篇</td>\n",
       "      <td>https://movie.douban.com/subject/27040774/</td>\n",
       "      <td>9.2</td>\n",
       "      <td>2018</td>\n",
       "      <td>美国</td>\n",
       "      <td>...</td>\n",
       "      <td>Netfilx宣布将为月初被砍的《超感猎杀》制作两小时最终篇！Wolfgang的命运及更多大...</td>\n",
       "      <td>31228</td>\n",
       "      <td>{'力荐': '71.0%', '推荐': '19.1%', '很差': '0.7%', '...</td>\n",
       "      <td>{'较差': '1.4%', '还行': '7.7%', '推荐': '19.1%', '很...</td>\n",
       "      <td>71.0</td>\n",
       "      <td>19.1</td>\n",
       "      <td>7.7</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.7</td>\n",
       "      <td>21世纪10年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1889243</td>\n",
       "      <td>['马修·麦康纳', '安妮·海瑟薇', '杰西卡·查斯坦', '卡西·阿弗莱克', '迈克...</td>\n",
       "      <td>['克里斯托弗·诺兰']</td>\n",
       "      <td>45</td>\n",
       "      <td>https://img3.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>星际穿越</td>\n",
       "      <td>https://movie.douban.com/subject/1889243/</td>\n",
       "      <td>9.2</td>\n",
       "      <td>2014</td>\n",
       "      <td>美国 / 英国 / 加拿大 / 冰岛</td>\n",
       "      <td>...</td>\n",
       "      <td>近未来的地球黄沙遍野，小麦、秋葵等基础农作物相继因枯萎病灭绝，人类不再像从前那样仰望星空，放...</td>\n",
       "      <td>830685</td>\n",
       "      <td>{'力荐': '69.6%', '推荐': '24.5%', '很差': '0.4%', '...</td>\n",
       "      <td>{'较差': '0.5%', '还行': '5.1%', '推荐': '24.5%', '很...</td>\n",
       "      <td>69.6</td>\n",
       "      <td>24.5</td>\n",
       "      <td>5.1</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.4</td>\n",
       "      <td>21世纪10年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3902</th>\n",
       "      <td>20453087</td>\n",
       "      <td>['克里斯·奥多德', '理查德·艾欧阿德', '凯瑟琳·帕金森', '诺尔·费丁', '克...</td>\n",
       "      <td>['格雷厄姆·莱恩汉']</td>\n",
       "      <td>45</td>\n",
       "      <td>https://img3.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>IT狂人特别篇</td>\n",
       "      <td>https://movie.douban.com/subject/20453087/</td>\n",
       "      <td>9.2</td>\n",
       "      <td>2013</td>\n",
       "      <td>英国</td>\n",
       "      <td>...</td>\n",
       "      <td>曾卷起一股英式幽默风潮的情景喜剧《IT狂人》，在阔别观众2年多之后再度袭来！距第四季完结至今...</td>\n",
       "      <td>17463</td>\n",
       "      <td>{'力荐': '69.1%', '推荐': '23.5%', '很差': '0.1%', '...</td>\n",
       "      <td>{'较差': '0.6%', '还行': '6.7%', '推荐': '23.5%', '很...</td>\n",
       "      <td>69.1</td>\n",
       "      <td>23.5</td>\n",
       "      <td>6.7</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.1</td>\n",
       "      <td>21世纪10年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2466</th>\n",
       "      <td>6870362</td>\n",
       "      <td>['罗伯特·巴瑟斯特', '休·博纳维尔', '布兰登·柯伊尔', '琼安·弗洛加特', '...</td>\n",
       "      <td>['布莱恩·派西维尔']</td>\n",
       "      <td>45</td>\n",
       "      <td>https://img1.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>唐顿庄园：2011圣诞特别篇</td>\n",
       "      <td>https://movie.douban.com/subject/6870362/</td>\n",
       "      <td>9.2</td>\n",
       "      <td>2011</td>\n",
       "      <td>英国</td>\n",
       "      <td>...</td>\n",
       "      <td>处在贝茨先生（布兰登?柯伊尔 Brendan Coyle 饰）受审一事阴霾中的唐顿庄园迎来了...</td>\n",
       "      <td>35666</td>\n",
       "      <td>{'力荐': '66.8%', '推荐': '28.3%', '很差': '0.0%', '...</td>\n",
       "      <td>{'较差': '0.2%', '还行': '4.7%', '推荐': '28.3%', '很...</td>\n",
       "      <td>66.8</td>\n",
       "      <td>28.3</td>\n",
       "      <td>4.7</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21世纪10年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>6786002</td>\n",
       "      <td>['弗朗索瓦·克鲁塞', '奥玛·希', '安娜·勒尼', '奥德雷·弗勒罗', '托马·索...</td>\n",
       "      <td>['奥利维埃·纳卡什', '埃里克·托莱达诺']</td>\n",
       "      <td>45</td>\n",
       "      <td>https://img3.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>触不可及</td>\n",
       "      <td>https://movie.douban.com/subject/6786002/</td>\n",
       "      <td>9.2</td>\n",
       "      <td>2011</td>\n",
       "      <td>法国</td>\n",
       "      <td>...</td>\n",
       "      <td>因为一次跳伞事故，白人富翁菲利普Philippe（弗朗索瓦·克鲁塞 Fran?ois Clu...</td>\n",
       "      <td>556675</td>\n",
       "      <td>{'力荐': '66.0%', '推荐': '28.9%', '很差': '0.1%', '...</td>\n",
       "      <td>{'较差': '0.3%', '还行': '4.7%', '推荐': '28.9%', '很...</td>\n",
       "      <td>66.0</td>\n",
       "      <td>28.9</td>\n",
       "      <td>4.7</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.1</td>\n",
       "      <td>21世纪10年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>21937445</td>\n",
       "      <td>['宋康昊', '吴达洙', '金英爱', '郭度沅', '任时完']</td>\n",
       "      <td>['杨宇硕']</td>\n",
       "      <td>45</td>\n",
       "      <td>https://img3.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>辩护人</td>\n",
       "      <td>https://movie.douban.com/subject/21937445/</td>\n",
       "      <td>9.2</td>\n",
       "      <td>2013</td>\n",
       "      <td>韩国</td>\n",
       "      <td>...</td>\n",
       "      <td>1978年，只有高中学历的宋佑硕（宋康昊 饰）通过多年的艰苦努力，终于通过司法考试，并在成为...</td>\n",
       "      <td>332735</td>\n",
       "      <td>{'力荐': '65.3%', '推荐': '29.5%', '很差': '0.1%', '...</td>\n",
       "      <td>{'较差': '0.3%', '还行': '4.8%', '推荐': '29.5%', '很...</td>\n",
       "      <td>65.3</td>\n",
       "      <td>29.5</td>\n",
       "      <td>4.8</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.1</td>\n",
       "      <td>21世纪10年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>21937452</td>\n",
       "      <td>['薛耿求', '严志媛', '李来', '金海淑', '金相浩']</td>\n",
       "      <td>['李濬益']</td>\n",
       "      <td>45</td>\n",
       "      <td>https://img3.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>素媛</td>\n",
       "      <td>https://movie.douban.com/subject/21937452/</td>\n",
       "      <td>9.2</td>\n",
       "      <td>2013</td>\n",
       "      <td>韩国</td>\n",
       "      <td>...</td>\n",
       "      <td>她（李来 饰）是一个美丽平凡的小女孩，和爸爸妈妈生活在位于街角的家中。家里经营着以她的名字素...</td>\n",
       "      <td>310544</td>\n",
       "      <td>{'力荐': '65.0%', '推荐': '29.7%', '很差': '0.1%', '...</td>\n",
       "      <td>{'较差': '0.3%', '还行': '4.8%', '推荐': '29.7%', '很...</td>\n",
       "      <td>65.0</td>\n",
       "      <td>29.7</td>\n",
       "      <td>4.8</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.1</td>\n",
       "      <td>21世纪10年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>25662329</td>\n",
       "      <td>['金妮弗·古德温', '杰森·贝特曼', '伊德里斯·艾尔巴', '珍妮·斯蕾特', '内...</td>\n",
       "      <td>['拜伦·霍华德', '瑞奇·摩尔', '杰拉德·布什']</td>\n",
       "      <td>45</td>\n",
       "      <td>https://img1.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>疯狂动物城</td>\n",
       "      <td>https://movie.douban.com/subject/25662329/</td>\n",
       "      <td>9.2</td>\n",
       "      <td>2016</td>\n",
       "      <td>美国</td>\n",
       "      <td>...</td>\n",
       "      <td>故事发生在一个所有哺乳类动物和谐共存的美好世界中，兔子朱迪（金妮弗·古德温 Ginnifer...</td>\n",
       "      <td>922522</td>\n",
       "      <td>{'力荐': '64.2%', '推荐': '30.2%', '很差': '0.1%', '...</td>\n",
       "      <td>{'较差': '0.3%', '还行': '5.3%', '推荐': '30.2%', '很...</td>\n",
       "      <td>64.2</td>\n",
       "      <td>30.2</td>\n",
       "      <td>5.3</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.1</td>\n",
       "      <td>21世纪10年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2845</th>\n",
       "      <td>25790749</td>\n",
       "      <td>['瑛太', '尾野真千子', '真木阳子', '绫野刚', '八千草薰']</td>\n",
       "      <td>['并木道子']</td>\n",
       "      <td>45</td>\n",
       "      <td>https://img1.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>最完美的离婚 2014特别篇</td>\n",
       "      <td>https://movie.douban.com/subject/25790749/</td>\n",
       "      <td>9.1</td>\n",
       "      <td>2014</td>\n",
       "      <td>日本</td>\n",
       "      <td>...</td>\n",
       "      <td>纷纷扰扰的一年过去，滨崎光生（瑛太 饰）和星野结夏（尾野真千子 饰）这对孽缘鸳鸯终于决定重新...</td>\n",
       "      <td>30842</td>\n",
       "      <td>{'力荐': '63.7%', '推荐': '29.0%', '很差': '0.1%', '...</td>\n",
       "      <td>{'较差': '0.4%', '还行': '6.8%', '推荐': '29.0%', '很...</td>\n",
       "      <td>63.7</td>\n",
       "      <td>29.0</td>\n",
       "      <td>6.8</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.1</td>\n",
       "      <td>21世纪10年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3021</th>\n",
       "      <td>4122194</td>\n",
       "      <td>['杉田智和', '钉宫理惠', '阪口大助', '中井和哉', '铃村健一']</td>\n",
       "      <td>['高松信司']</td>\n",
       "      <td>45</td>\n",
       "      <td>https://img3.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>银魂剧场版：新译红樱篇</td>\n",
       "      <td>https://movie.douban.com/subject/4122194/</td>\n",
       "      <td>9.1</td>\n",
       "      <td>2010</td>\n",
       "      <td>日本</td>\n",
       "      <td>...</td>\n",
       "      <td>故事发生在日本的江户时代，一名神秘的男子出现在了武士桂小太郎（石田彰 配音）的面前，他手握妖...</td>\n",
       "      <td>23851</td>\n",
       "      <td>{'力荐': '63.7%', '推荐': '26.7%', '很差': '0.3%', '...</td>\n",
       "      <td>{'较差': '0.7%', '还行': '8.6%', '推荐': '26.7%', '很...</td>\n",
       "      <td>63.7</td>\n",
       "      <td>26.7</td>\n",
       "      <td>8.6</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.3</td>\n",
       "      <td>21世纪10年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1024</th>\n",
       "      <td>25958717</td>\n",
       "      <td>['阿努克·斯特芬', '布鲁诺·甘茨', '昆林·艾格匹', '安娜·申茨', '伊莎贝尔...</td>\n",
       "      <td>['阿兰·葛斯彭纳']</td>\n",
       "      <td>45</td>\n",
       "      <td>https://img3.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>海蒂和爷爷</td>\n",
       "      <td>https://movie.douban.com/subject/25958717/</td>\n",
       "      <td>9.1</td>\n",
       "      <td>2015</td>\n",
       "      <td>德国 / 瑞士 / 南非</td>\n",
       "      <td>...</td>\n",
       "      <td>海蒂（阿努克·斯戴芬 Anuk Steffen 饰）很小就失去了父母，无依无靠伶仃飘零，所幸...</td>\n",
       "      <td>127930</td>\n",
       "      <td>{'力荐': '63.1%', '推荐': '30.3%', '很差': '0.1%', '...</td>\n",
       "      <td>{'较差': '0.4%', '还行': '6.1%', '推荐': '30.3%', '很...</td>\n",
       "      <td>63.1</td>\n",
       "      <td>30.3</td>\n",
       "      <td>6.1</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.1</td>\n",
       "      <td>21世纪10年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1416</th>\n",
       "      <td>25964630</td>\n",
       "      <td>['乔恩·哈姆', '拉菲·斯波', '奥娜·卓别林', '娜塔丽·特纳', '詹妮特·蒙哥...</td>\n",
       "      <td>['卡尔·蒂贝茨']</td>\n",
       "      <td>45</td>\n",
       "      <td>https://img3.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>黑镜：圣诞特别篇</td>\n",
       "      <td>https://movie.douban.com/subject/25964630/</td>\n",
       "      <td>9.1</td>\n",
       "      <td>2014</td>\n",
       "      <td>英国</td>\n",
       "      <td>...</td>\n",
       "      <td>圣诞节将至，一间地处偏远的小木屋里，波特（拉菲·斯波 Rafe Spall 饰）和马特（乔恩...</td>\n",
       "      <td>83996</td>\n",
       "      <td>{'力荐': '62.4%', '推荐': '31.8%', '很差': '0.1%', '...</td>\n",
       "      <td>{'较差': '0.3%', '还行': '5.4%', '推荐': '31.8%', '很...</td>\n",
       "      <td>62.4</td>\n",
       "      <td>31.8</td>\n",
       "      <td>5.4</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.1</td>\n",
       "      <td>21世纪10年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>572</th>\n",
       "      <td>6985810</td>\n",
       "      <td>['麦斯·米科尔森', '托玛斯·博·拉森', '安妮卡·韦德科普', '拉丝·弗格斯托姆'...</td>\n",
       "      <td>['托马斯·温特伯格']</td>\n",
       "      <td>45</td>\n",
       "      <td>https://img1.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>狩猎</td>\n",
       "      <td>https://movie.douban.com/subject/6985810/</td>\n",
       "      <td>9.1</td>\n",
       "      <td>2012</td>\n",
       "      <td>丹麦 / 瑞典</td>\n",
       "      <td>...</td>\n",
       "      <td>刚刚和妻子离婚的卢卡斯（麦斯·米科尔森 Mads Mikkelsen 饰）目前在一家托儿所工...</td>\n",
       "      <td>192624</td>\n",
       "      <td>{'力荐': '61.3%', '推荐': '32.2%', '很差': '0.3%', '...</td>\n",
       "      <td>{'较差': '0.5%', '还行': '5.8%', '推荐': '32.2%', '很...</td>\n",
       "      <td>61.3</td>\n",
       "      <td>32.2</td>\n",
       "      <td>5.8</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.3</td>\n",
       "      <td>21世纪10年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3321</th>\n",
       "      <td>4074292</td>\n",
       "      <td>['平野绫', '杉田智和', '茅原实里', '青木沙耶香', '后藤邑子']</td>\n",
       "      <td>['石原立也', '武本康弘']</td>\n",
       "      <td>45</td>\n",
       "      <td>https://img3.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>凉宫春日的消失</td>\n",
       "      <td>https://movie.douban.com/subject/4074292/</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2010</td>\n",
       "      <td>日本</td>\n",
       "      <td>...</td>\n",
       "      <td>距圣诞节仅有8天时间，SOS团在凉宫春日的号召下，不出意料地策划了一场圣诞狂欢派对。但就在1...</td>\n",
       "      <td>23208</td>\n",
       "      <td>{'力荐': '63.4%', '推荐': '26.8%', '很差': '0.4%', '...</td>\n",
       "      <td>{'较差': '1.0%', '还行': '8.4%', '推荐': '26.8%', '很...</td>\n",
       "      <td>63.4</td>\n",
       "      <td>26.8</td>\n",
       "      <td>8.4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.4</td>\n",
       "      <td>21世纪10年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1378</th>\n",
       "      <td>5908478</td>\n",
       "      <td>['宋在浩', '李顺载', '尹秀晶', '金秀美', '宋智孝']</td>\n",
       "      <td>['秋昌旼', '孙昌敏']</td>\n",
       "      <td>45</td>\n",
       "      <td>https://img1.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>我爱你</td>\n",
       "      <td>https://movie.douban.com/subject/5908478/</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2011</td>\n",
       "      <td>韩国</td>\n",
       "      <td>...</td>\n",
       "      <td>飘雪的坡道上，送牛奶的老头子金万皙（李顺载 饰）邂逅了收废品的老太太宋怡芬（尹秀晶 饰）。他...</td>\n",
       "      <td>82853</td>\n",
       "      <td>{'力荐': '60.9%', '推荐': '30.7%', '很差': '0.2%', '...</td>\n",
       "      <td>{'较差': '0.6%', '还行': '7.5%', '推荐': '30.7%', '很...</td>\n",
       "      <td>60.9</td>\n",
       "      <td>30.7</td>\n",
       "      <td>7.5</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.2</td>\n",
       "      <td>21世纪10年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1929463</td>\n",
       "      <td>['苏拉·沙玛', '伊尔凡·可汗', '拉菲·斯波', '阿迪勒·侯赛因', '塔布']</td>\n",
       "      <td>['李安']</td>\n",
       "      <td>45</td>\n",
       "      <td>https://img3.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>少年派的奇幻漂流</td>\n",
       "      <td>https://movie.douban.com/subject/1929463/</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2012</td>\n",
       "      <td>美国 / 台湾 / 英国 / 加拿大</td>\n",
       "      <td>...</td>\n",
       "      <td>故事开始于蒙特娄，也结束于蒙特娄。一名在找寻灵感的作家（拉菲·斯波 Rafe Spall 饰...</td>\n",
       "      <td>835938</td>\n",
       "      <td>{'力荐': '60.7%', '推荐': '31.8%', '很差': '0.2%', '...</td>\n",
       "      <td>{'较差': '0.5%', '还行': '6.8%', '推荐': '31.8%', '很...</td>\n",
       "      <td>60.7</td>\n",
       "      <td>31.8</td>\n",
       "      <td>6.8</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>21世纪10年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>20495023</td>\n",
       "      <td>['安东尼·冈萨雷斯', '盖尔·加西亚·贝纳尔', '本杰明·布拉特', '阿兰娜·乌巴赫...</td>\n",
       "      <td>['李·昂克里奇', '阿德里安·莫利纳']</td>\n",
       "      <td>45</td>\n",
       "      <td>https://img1.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>寻梦环游记</td>\n",
       "      <td>https://movie.douban.com/subject/20495023/</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2017</td>\n",
       "      <td>美国</td>\n",
       "      <td>...</td>\n",
       "      <td>热爱音乐的米格尔（安东尼·冈萨雷兹 Anthony Gonzalez 配音）不幸地出生在一个...</td>\n",
       "      <td>782395</td>\n",
       "      <td>{'力荐': '60.6%', '推荐': '31.8%', '很差': '0.1%', '...</td>\n",
       "      <td>{'较差': '0.4%', '还行': '7.1%', '推荐': '31.8%', '很...</td>\n",
       "      <td>60.6</td>\n",
       "      <td>31.8</td>\n",
       "      <td>7.1</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.1</td>\n",
       "      <td>21世纪10年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>26387939</td>\n",
       "      <td>['阿米尔·汗', '法缇玛·萨那·纱卡', '桑亚·玛荷塔', '阿帕尔夏克提·库拉那',...</td>\n",
       "      <td>['涅提·蒂瓦里']</td>\n",
       "      <td>45</td>\n",
       "      <td>https://img3.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>摔跤吧！爸爸</td>\n",
       "      <td>https://movie.douban.com/subject/26387939/</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>印度</td>\n",
       "      <td>...</td>\n",
       "      <td>马哈维亚（阿米尔·汗 Aamir Khan 饰）曾经是一名前途无量的摔跤运动员，在放弃了职业...</td>\n",
       "      <td>818666</td>\n",
       "      <td>{'力荐': '60.1%', '推荐': '32.9%', '很差': '0.2%', '...</td>\n",
       "      <td>{'较差': '0.4%', '还行': '6.5%', '推荐': '32.9%', '很...</td>\n",
       "      <td>60.1</td>\n",
       "      <td>32.9</td>\n",
       "      <td>6.5</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>21世纪10年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>3319755</td>\n",
       "      <td>['玛德琳·卡罗尔', '卡兰·麦克奥利菲', '瑞贝卡·德·莫妮', '安东尼·爱德华兹'...</td>\n",
       "      <td>['罗伯·莱纳']</td>\n",
       "      <td>45</td>\n",
       "      <td>https://img3.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>怦然心动</td>\n",
       "      <td>https://movie.douban.com/subject/3319755/</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2010</td>\n",
       "      <td>美国</td>\n",
       "      <td>...</td>\n",
       "      <td>布莱斯（卡兰?麦克奥利菲 Callan McAuliffe 饰）全家搬到小镇，邻家女孩朱丽（...</td>\n",
       "      <td>939916</td>\n",
       "      <td>{'力荐': '59.6%', '推荐': '32.5%', '很差': '0.1%', '...</td>\n",
       "      <td>{'较差': '0.5%', '还行': '7.3%', '推荐': '32.5%', '很...</td>\n",
       "      <td>59.6</td>\n",
       "      <td>32.5</td>\n",
       "      <td>7.3</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.1</td>\n",
       "      <td>21世纪10年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>568</th>\n",
       "      <td>25814707</td>\n",
       "      <td>['桥本爱', '三浦贵大', '松冈茉优', '温水洋一', '桐岛加恋']</td>\n",
       "      <td>['森淳一']</td>\n",
       "      <td>45</td>\n",
       "      <td>https://img1.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>小森林 冬春篇</td>\n",
       "      <td>https://movie.douban.com/subject/25814707/</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2015</td>\n",
       "      <td>日本</td>\n",
       "      <td>...</td>\n",
       "      <td>于无法融入喧嚣吵闹的大城市，平凡女孩市子（桥本爱 饰）选择回到自幼生长的老家——位于日本东北...</td>\n",
       "      <td>190385</td>\n",
       "      <td>{'力荐': '58.7%', '推荐': '33.5%', '很差': '0.2%', '...</td>\n",
       "      <td>{'较差': '0.5%', '还行': '7.1%', '推荐': '33.5%', '很...</td>\n",
       "      <td>58.7</td>\n",
       "      <td>33.5</td>\n",
       "      <td>7.1</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>21世纪10年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>542</th>\n",
       "      <td>30170448</td>\n",
       "      <td>['赞恩·阿尔·拉菲亚', '约丹诺斯·希费罗', '博鲁瓦蒂夫·特雷杰·班科尔', '卡萨...</td>\n",
       "      <td>['娜丁·拉巴基']</td>\n",
       "      <td>45</td>\n",
       "      <td>https://img1.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>何以为家</td>\n",
       "      <td>https://movie.douban.com/subject/30170448/</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2018</td>\n",
       "      <td>黎巴嫩 / 法国 / 美国</td>\n",
       "      <td>...</td>\n",
       "      <td>法庭上，十二岁的男孩赞恩向法官状告他的亲生父母，原因是，他们给了他生命。是什么样的经历让一个...</td>\n",
       "      <td>299772</td>\n",
       "      <td>{'力荐': '58.5%', '推荐': '35.5%', '很差': '0.1%', '...</td>\n",
       "      <td>{'较差': '0.4%', '还行': '5.5%', '推荐': '35.5%', '很...</td>\n",
       "      <td>58.5</td>\n",
       "      <td>35.5</td>\n",
       "      <td>5.5</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.1</td>\n",
       "      <td>21世纪10年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>25814705</td>\n",
       "      <td>['桥本爱', '三浦贵大', '松冈茉优', '温水洋一', '桐岛加恋']</td>\n",
       "      <td>['森淳一']</td>\n",
       "      <td>45</td>\n",
       "      <td>https://img3.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>小森林 夏秋篇</td>\n",
       "      <td>https://movie.douban.com/subject/25814705/</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2014</td>\n",
       "      <td>日本</td>\n",
       "      <td>...</td>\n",
       "      <td>平凡女孩市子（桥本爱 饰）自幼生长在位于日本东北地区的村庄小森。这里远离都市的喧嚣和浮躁，为...</td>\n",
       "      <td>218961</td>\n",
       "      <td>{'力荐': '57.7%', '推荐': '33.9%', '很差': '0.2%', '...</td>\n",
       "      <td>{'较差': '0.6%', '还行': '7.6%', '推荐': '33.9%', '很...</td>\n",
       "      <td>57.7</td>\n",
       "      <td>33.9</td>\n",
       "      <td>7.6</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.2</td>\n",
       "      <td>21世纪10年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2879</th>\n",
       "      <td>26266892</td>\n",
       "      <td>['二宫和也', '北野武', '宫川大辅', '柄本时生', '新井浩文']</td>\n",
       "      <td>['高畑秀太']</td>\n",
       "      <td>45</td>\n",
       "      <td>https://img3.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>红鳉鱼</td>\n",
       "      <td>https://movie.douban.com/subject/26266892/</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2015</td>\n",
       "      <td>日本</td>\n",
       "      <td>...</td>\n",
       "      <td>1984年，受立川派落语宗师立川谈志（北野武 饰）的感染，平凡高中生佐佐木信行（二宫和也 饰...</td>\n",
       "      <td>30842</td>\n",
       "      <td>{'力荐': '57.6%', '推荐': '35.4%', '很差': '0.2%', '...</td>\n",
       "      <td>{'较差': '0.3%', '还行': '6.5%', '推荐': '35.4%', '很...</td>\n",
       "      <td>57.6</td>\n",
       "      <td>35.4</td>\n",
       "      <td>6.5</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>21世纪10年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>26752088</td>\n",
       "      <td>['徐峥', '王传君', '周一围', '谭卓', '章宇']</td>\n",
       "      <td>['文牧野']</td>\n",
       "      <td>45</td>\n",
       "      <td>https://img3.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>我不是药神</td>\n",
       "      <td>https://movie.douban.com/subject/26752088/</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2018</td>\n",
       "      <td>中国大陆</td>\n",
       "      <td>...</td>\n",
       "      <td>普通中年男子程勇（徐峥 饰）经营着一家保健品店，失意又失婚。不速之客吕受益（王传君 饰）的到...</td>\n",
       "      <td>1148470</td>\n",
       "      <td>{'力荐': '57.6%', '推荐': '34.8%', '很差': '0.2%', '...</td>\n",
       "      <td>{'较差': '0.5%', '还行': '6.9%', '推荐': '34.8%', '很...</td>\n",
       "      <td>57.6</td>\n",
       "      <td>34.8</td>\n",
       "      <td>6.9</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>21世纪10年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2806</th>\n",
       "      <td>25938803</td>\n",
       "      <td>['莎莉·霍金斯', '伊桑·霍克', '卡瑞·玛切特', '加布里埃尔·罗斯', '扎卡里...</td>\n",
       "      <td>['艾斯林·沃什']</td>\n",
       "      <td>45</td>\n",
       "      <td>https://img3.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>莫娣</td>\n",
       "      <td>https://movie.douban.com/subject/25938803/</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2016</td>\n",
       "      <td>爱尔兰 / 加拿大</td>\n",
       "      <td>...</td>\n",
       "      <td>新斯科舍一名患有关节炎的女人，做家庭主妇的同时，作为一个艺术家并打磨自身技能，最终成为社区一...</td>\n",
       "      <td>31073</td>\n",
       "      <td>{'力荐': '56.6%', '推荐': '36.7%', '很差': '0.1%', '...</td>\n",
       "      <td>{'较差': '0.3%', '还行': '6.3%', '推荐': '36.7%', '很...</td>\n",
       "      <td>56.6</td>\n",
       "      <td>36.7</td>\n",
       "      <td>6.3</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.1</td>\n",
       "      <td>21世纪10年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1686</th>\n",
       "      <td>21332518</td>\n",
       "      <td>['堺雅人', '新垣结衣', '生濑胜久', '小池荣子', '田口淳之介']</td>\n",
       "      <td>['石川淳一']</td>\n",
       "      <td>45</td>\n",
       "      <td>https://img3.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>胜者即是正义SP</td>\n",
       "      <td>https://movie.douban.com/subject/21332518/</td>\n",
       "      <td>8.9</td>\n",
       "      <td>2013</td>\n",
       "      <td>日本</td>\n",
       "      <td>...</td>\n",
       "      <td>至今仍在古美门律师事务所内服役还债的黛真知子（新垣结衣 饰）持续在败诉的路上艰难前行，而高傲...</td>\n",
       "      <td>68188</td>\n",
       "      <td>{'力荐': '56.4%', '推荐': '35.4%', '很差': '0.1%', '...</td>\n",
       "      <td>{'较差': '0.4%', '还行': '7.7%', '推荐': '35.4%', '很...</td>\n",
       "      <td>56.4</td>\n",
       "      <td>35.4</td>\n",
       "      <td>7.7</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.1</td>\n",
       "      <td>21世纪10年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>516</th>\n",
       "      <td>1293964</td>\n",
       "      <td>['费雯·丽', '罗伯特·泰勒', '露塞尔·沃特森', '弗吉尼亚·菲尔德', '玛丽亚...</td>\n",
       "      <td>['茂文·勒鲁瓦', '伍经纬']</td>\n",
       "      <td>45</td>\n",
       "      <td>https://img1.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>魂断蓝桥</td>\n",
       "      <td>https://movie.douban.com/subject/1293964/</td>\n",
       "      <td>8.8</td>\n",
       "      <td>1940</td>\n",
       "      <td>美国</td>\n",
       "      <td>...</td>\n",
       "      <td>第一次世界大战期间，回国度假的陆军中尉罗伊（罗伯特·泰勒）在滑铁卢桥上邂逅了舞蹈演员玛拉（费...</td>\n",
       "      <td>162306</td>\n",
       "      <td>{'力荐': '49.8%', '推荐': '40.3%', '很差': '0.1%', '...</td>\n",
       "      <td>{'较差': '0.4%', '还行': '9.3%', '推荐': '40.3%', '很...</td>\n",
       "      <td>49.8</td>\n",
       "      <td>40.3</td>\n",
       "      <td>9.3</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.1</td>\n",
       "      <td>20世纪40年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4554</th>\n",
       "      <td>1307265</td>\n",
       "      <td>['笠智众', '原节子', '月丘梦路', '杉村春子', '青木放屁']</td>\n",
       "      <td>['小津安二郎']</td>\n",
       "      <td>45</td>\n",
       "      <td>https://img3.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>晚春</td>\n",
       "      <td>https://movie.douban.com/subject/1307265/</td>\n",
       "      <td>8.7</td>\n",
       "      <td>1949</td>\n",
       "      <td>日本</td>\n",
       "      <td>...</td>\n",
       "      <td>居住在镰仓的大学教授曾宫周吉（笠志众 饰）早年丧偶，他与女儿纪子（原节子 饰）相依为命。纪子...</td>\n",
       "      <td>12507</td>\n",
       "      <td>{'力荐': '46.9%', '推荐': '44.2%', '很差': '0.2%', '...</td>\n",
       "      <td>{'较差': '0.6%', '还行': '8.2%', '推荐': '44.2%', '很...</td>\n",
       "      <td>46.9</td>\n",
       "      <td>44.2</td>\n",
       "      <td>8.2</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.2</td>\n",
       "      <td>20世纪40年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1581</th>\n",
       "      <td>1292288</td>\n",
       "      <td>['奥逊·威尔斯', '约瑟夫·科顿', '多萝西·康明戈尔', '阿格妮丝·摩尔海德', ...</td>\n",
       "      <td>['奥逊·威尔斯']</td>\n",
       "      <td>45</td>\n",
       "      <td>https://img1.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>公民凯恩</td>\n",
       "      <td>https://movie.douban.com/subject/1292288/</td>\n",
       "      <td>8.6</td>\n",
       "      <td>1941</td>\n",
       "      <td>美国</td>\n",
       "      <td>...</td>\n",
       "      <td>美国报业大亨凯恩（奥森?韦尔斯）在桑拿都庄园中留下“玫瑰花蕾”的“遗言”死去后，一位青年记者...</td>\n",
       "      <td>62750</td>\n",
       "      <td>{'力荐': '46.9%', '推荐': '39.0%', '很差': '0.4%', '...</td>\n",
       "      <td>{'较差': '1.3%', '还行': '12.4%', '推荐': '39.0%', '...</td>\n",
       "      <td>46.9</td>\n",
       "      <td>39.0</td>\n",
       "      <td>12.4</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.4</td>\n",
       "      <td>20世纪40年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>672</th>\n",
       "      <td>1296753</td>\n",
       "      <td>['亨弗莱·鲍嘉', '英格丽·褒曼', '保罗·亨雷德', '克劳德·雷恩斯', '康拉德...</td>\n",
       "      <td>['迈克尔·柯蒂兹']</td>\n",
       "      <td>45</td>\n",
       "      <td>https://img3.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>卡萨布兰卡</td>\n",
       "      <td>https://movie.douban.com/subject/1296753/</td>\n",
       "      <td>8.6</td>\n",
       "      <td>1942</td>\n",
       "      <td>美国</td>\n",
       "      <td>...</td>\n",
       "      <td>二战期间，卡萨布兰卡是欧洲逃往美国的必经之地，那里鱼龙混杂，局势紧张。里克（亨佛莱?鲍嘉 H...</td>\n",
       "      <td>158069</td>\n",
       "      <td>{'力荐': '45.6%', '推荐': '41.3%', '很差': '0.1%', '...</td>\n",
       "      <td>{'较差': '0.7%', '还行': '12.2%', '推荐': '41.3%', '...</td>\n",
       "      <td>45.6</td>\n",
       "      <td>41.3</td>\n",
       "      <td>12.2</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.1</td>\n",
       "      <td>20世纪40年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2801</th>\n",
       "      <td>1323746</td>\n",
       "      <td>['李纬', '韦伟', '石羽', '张鸿眉', '崔超明']</td>\n",
       "      <td>['费穆']</td>\n",
       "      <td>45</td>\n",
       "      <td>https://img1.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>小城之春</td>\n",
       "      <td>https://movie.douban.com/subject/1323746/</td>\n",
       "      <td>8.6</td>\n",
       "      <td>1948</td>\n",
       "      <td>中国大陆</td>\n",
       "      <td>...</td>\n",
       "      <td>1948年前后，中国某个平常的遍处皆是断垣颓壁的南方小城里，年轻少妇周玉纹（韦伟 饰）与生病...</td>\n",
       "      <td>27492</td>\n",
       "      <td>{'力荐': '44.0%', '推荐': '43.2%', '很差': '0.2%', '...</td>\n",
       "      <td>{'较差': '0.9%', '还行': '11.7%', '推荐': '43.2%', '...</td>\n",
       "      <td>44.0</td>\n",
       "      <td>43.2</td>\n",
       "      <td>11.7</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.2</td>\n",
       "      <td>20世纪40年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2753</th>\n",
       "      <td>1305158</td>\n",
       "      <td>['雷德·斯克尔顿', '埃丝特·威廉斯', '巴兹尔·拉思伯恩', '比尔·戈德温', '...</td>\n",
       "      <td>['乔治·西德尼']</td>\n",
       "      <td>45</td>\n",
       "      <td>https://img3.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>出水芙蓉</td>\n",
       "      <td>https://movie.douban.com/subject/1305158/</td>\n",
       "      <td>8.5</td>\n",
       "      <td>1944</td>\n",
       "      <td>美国</td>\n",
       "      <td>...</td>\n",
       "      <td>流行音乐作曲家史蒂夫（Red Skelton）在加州与美丽多情的大学游泳课老师卡罗琳（Est...</td>\n",
       "      <td>25801</td>\n",
       "      <td>{'力荐': '39.9%', '推荐': '45.4%', '很差': '0.1%', '...</td>\n",
       "      <td>{'较差': '0.7%', '还行': '13.9%', '推荐': '45.4%', '...</td>\n",
       "      <td>39.9</td>\n",
       "      <td>45.4</td>\n",
       "      <td>13.9</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.1</td>\n",
       "      <td>20世纪40年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3856</th>\n",
       "      <td>1293226</td>\n",
       "      <td>['弗莱德·麦克莫瑞', '芭芭拉·斯坦威克', '爱德华·罗宾逊', '波特·霍尔', '...</td>\n",
       "      <td>['比利·怀德']</td>\n",
       "      <td>45</td>\n",
       "      <td>https://img3.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>双重赔偿</td>\n",
       "      <td>https://movie.douban.com/subject/1293226/</td>\n",
       "      <td>8.5</td>\n",
       "      <td>1944</td>\n",
       "      <td>美国</td>\n",
       "      <td>...</td>\n",
       "      <td>Walter Neff（弗莱德·麦克莫瑞 Fred MacMurray 饰）是一个成功的保险...</td>\n",
       "      <td>18731</td>\n",
       "      <td>{'力荐': '37.1%', '推荐': '51.3%', '很差': '0.1%', '...</td>\n",
       "      <td>{'较差': '0.5%', '还行': '11.1%', '推荐': '51.3%', '...</td>\n",
       "      <td>37.1</td>\n",
       "      <td>51.3</td>\n",
       "      <td>11.1</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.1</td>\n",
       "      <td>20世纪40年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2918</th>\n",
       "      <td>1295148</td>\n",
       "      <td>['哈迪·奥尔布赖特', '谢尔玛·博德曼', '小林桂树']</td>\n",
       "      <td>['戴维·汉德', '詹姆斯·阿尔格', '塞缪尔·阿姆斯特朗', '格雷厄姆·海德', '...</td>\n",
       "      <td>40</td>\n",
       "      <td>https://img3.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>小鹿斑比</td>\n",
       "      <td>https://movie.douban.com/subject/1295148/</td>\n",
       "      <td>8.4</td>\n",
       "      <td>1942</td>\n",
       "      <td>美国</td>\n",
       "      <td>...</td>\n",
       "      <td>这是一个关于成长的故事。小鹿斑比来到了这个世界上，和其他好朋友一起无忧无虑生活在森林里。一天...</td>\n",
       "      <td>19954</td>\n",
       "      <td>{'力荐': '36.7%', '推荐': '47.0%', '很差': '0.1%', '...</td>\n",
       "      <td>{'较差': '0.7%', '还行': '15.5%', '推荐': '47.0%', '...</td>\n",
       "      <td>36.7</td>\n",
       "      <td>47.0</td>\n",
       "      <td>15.5</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.1</td>\n",
       "      <td>20世纪40年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4495</th>\n",
       "      <td>1295451</td>\n",
       "      <td>['约瑟夫·科顿', '阿莉达·瓦利', '奥逊·威尔斯', '特瑞沃·霍华德', '伯纳德...</td>\n",
       "      <td>['卡罗尔·里德']</td>\n",
       "      <td>40</td>\n",
       "      <td>https://img3.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>第三人</td>\n",
       "      <td>https://movie.douban.com/subject/1295451/</td>\n",
       "      <td>8.3</td>\n",
       "      <td>1949</td>\n",
       "      <td>英国</td>\n",
       "      <td>...</td>\n",
       "      <td>二战后，美国作家马丁（约瑟夫?科顿 Joseph Cotten 饰）应好友哈里（奥逊?威尔斯...</td>\n",
       "      <td>13134</td>\n",
       "      <td>{'力荐': '33.3%', '推荐': '48.2%', '很差': '0.3%', '...</td>\n",
       "      <td>{'较差': '1.3%', '还行': '16.9%', '推荐': '48.2%', '...</td>\n",
       "      <td>33.3</td>\n",
       "      <td>48.2</td>\n",
       "      <td>16.9</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.3</td>\n",
       "      <td>20世纪40年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2143</th>\n",
       "      <td>1293824</td>\n",
       "      <td>['劳伦斯·奥利弗', '琼·芳登', '乔治·桑德斯', '朱迪丝·安德森', '尼格尔·...</td>\n",
       "      <td>['阿尔弗雷德·希区柯克']</td>\n",
       "      <td>40</td>\n",
       "      <td>https://img3.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>蝴蝶梦</td>\n",
       "      <td>https://movie.douban.com/subject/1293824/</td>\n",
       "      <td>8.3</td>\n",
       "      <td>1940</td>\n",
       "      <td>美国</td>\n",
       "      <td>...</td>\n",
       "      <td>年轻女子（琼·芳登 Joan Fontaine 饰）初遇曼德利主人德文特（劳伦斯·奥利弗 L...</td>\n",
       "      <td>42341</td>\n",
       "      <td>{'力荐': '31.2%', '推荐': '52.0%', '很差': '0.1%', '...</td>\n",
       "      <td>{'较差': '0.8%', '还行': '15.8%', '推荐': '52.0%', '...</td>\n",
       "      <td>31.2</td>\n",
       "      <td>52.0</td>\n",
       "      <td>15.8</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.1</td>\n",
       "      <td>20世纪40年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2127</th>\n",
       "      <td>1292757</td>\n",
       "      <td>['梅尔·布兰科', '弗兰基·达罗', '克里夫·爱德华兹', 'Dickie Jones']</td>\n",
       "      <td>['汉密尔顿·卢斯科', '宾·沙普斯坦']</td>\n",
       "      <td>40</td>\n",
       "      <td>https://img3.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>木偶奇遇记</td>\n",
       "      <td>https://movie.douban.com/subject/1292757/</td>\n",
       "      <td>8.3</td>\n",
       "      <td>1940</td>\n",
       "      <td>美国</td>\n",
       "      <td>...</td>\n",
       "      <td>孤独的木匠爷爷这晚亲手制作了一个木偶男孩——皮诺曹。可能上天眷顾爷爷，午夜，蓝仙女显灵了，她...</td>\n",
       "      <td>31774</td>\n",
       "      <td>{'力荐': '31.0%', '推荐': '51.8%', '很差': '0.1%', '...</td>\n",
       "      <td>{'较差': '0.6%', '还行': '16.4%', '推荐': '51.8%', '...</td>\n",
       "      <td>31.0</td>\n",
       "      <td>51.8</td>\n",
       "      <td>16.4</td>\n",
       "      <td>0.6</td>\n",
       "      <td>0.1</td>\n",
       "      <td>20世纪40年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3240</th>\n",
       "      <td>1304603</td>\n",
       "      <td>['James Baskett', '赫尔曼·宾 ', '比利·布莱彻', '爱德华·布罗菲...</td>\n",
       "      <td>['宾·沙普斯坦', '塞缪尔·阿姆斯特朗', '诺曼·弗格森', '威尔弗雷德·杰克逊',...</td>\n",
       "      <td>40</td>\n",
       "      <td>https://img1.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>小飞象</td>\n",
       "      <td>https://movie.douban.com/subject/1304603/</td>\n",
       "      <td>8.2</td>\n",
       "      <td>1941</td>\n",
       "      <td>美国</td>\n",
       "      <td>...</td>\n",
       "      <td>丹波是马戏团的一只小象，因为样貌与众不同——它长着蓝色的眼睛和一双打得出奇的耳朵——而遭到大...</td>\n",
       "      <td>17784</td>\n",
       "      <td>{'力荐': '31.5%', '推荐': '47.9%', '很差': '0.1%', '...</td>\n",
       "      <td>{'较差': '1.0%', '还行': '19.5%', '推荐': '47.9%', '...</td>\n",
       "      <td>31.5</td>\n",
       "      <td>47.9</td>\n",
       "      <td>19.5</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>20世纪40年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2829</th>\n",
       "      <td>1293973</td>\n",
       "      <td>['英格丽·褒曼', '格利高里·派克', '迈克尔·契诃夫', '里奥.G.卡罗尔', '...</td>\n",
       "      <td>['阿尔弗雷德·希区柯克']</td>\n",
       "      <td>40</td>\n",
       "      <td>https://img1.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>爱德华大夫</td>\n",
       "      <td>https://movie.douban.com/subject/1293973/</td>\n",
       "      <td>8.2</td>\n",
       "      <td>1945</td>\n",
       "      <td>美国</td>\n",
       "      <td>...</td>\n",
       "      <td>精神病院的默奇逊院长即将退休，接手的是年轻有为的爱德华大夫（格利高里·派克 Gregory ...</td>\n",
       "      <td>27422</td>\n",
       "      <td>{'力荐': '30.4%', '推荐': '52.7%', '很差': '0.1%', '...</td>\n",
       "      <td>{'较差': '0.9%', '还行': '15.8%', '推荐': '52.7%', '...</td>\n",
       "      <td>30.4</td>\n",
       "      <td>52.7</td>\n",
       "      <td>15.8</td>\n",
       "      <td>0.9</td>\n",
       "      <td>0.1</td>\n",
       "      <td>20世纪40年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3836</th>\n",
       "      <td>1301230</td>\n",
       "      <td>['詹姆斯·斯图尔特', '约翰·道尔', '法利·格兰杰', '琼·钱德勒', '道格拉斯...</td>\n",
       "      <td>['阿尔弗雷德·希区柯克']</td>\n",
       "      <td>40</td>\n",
       "      <td>https://img3.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>夺魂索</td>\n",
       "      <td>https://movie.douban.com/subject/1301230/</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1948</td>\n",
       "      <td>美国</td>\n",
       "      <td>...</td>\n",
       "      <td>博兰顿（约翰?达尔John Dall 饰）和菲利普（法利?格兰杰 Farley Grange...</td>\n",
       "      <td>17655</td>\n",
       "      <td>{'力荐': '24.7%', '推荐': '52.3%', '很差': '0.3%', '...</td>\n",
       "      <td>{'较差': '1.5%', '还行': '21.2%', '推荐': '52.3%', '...</td>\n",
       "      <td>24.7</td>\n",
       "      <td>52.3</td>\n",
       "      <td>21.2</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.3</td>\n",
       "      <td>20世纪40年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3053</th>\n",
       "      <td>1296824</td>\n",
       "      <td>['奥逊·威尔斯', '琼·芳登', '玛格丽特·奥布赖恩', '佩吉·安·加纳', '约翰...</td>\n",
       "      <td>['罗伯特·斯蒂文森', '罗伯特·路易斯·史蒂文森']</td>\n",
       "      <td>40</td>\n",
       "      <td>https://img3.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>简爱</td>\n",
       "      <td>https://movie.douban.com/subject/1296824/</td>\n",
       "      <td>7.8</td>\n",
       "      <td>1943</td>\n",
       "      <td>美国</td>\n",
       "      <td>...</td>\n",
       "      <td>孤儿简·爱从小寄居在舅母家，受尽舅妈极其表弟的折磨，后被送往由布洛克赫斯特先生所开的教会学校...</td>\n",
       "      <td>19497</td>\n",
       "      <td>{'力荐': '22.1%', '推荐': '49.2%', '很差': '0.2%', '...</td>\n",
       "      <td>{'较差': '1.8%', '还行': '26.7%', '推荐': '49.2%', '...</td>\n",
       "      <td>22.1</td>\n",
       "      <td>49.2</td>\n",
       "      <td>26.7</td>\n",
       "      <td>1.8</td>\n",
       "      <td>0.2</td>\n",
       "      <td>20世纪40年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3917</th>\n",
       "      <td>1300766</td>\n",
       "      <td>['加里·格兰特', '英格丽·褒曼', '克劳德·雷恩斯', '路易斯·卡尔亨', 'Le...</td>\n",
       "      <td>['阿尔弗雷德·希区柯克']</td>\n",
       "      <td>40</td>\n",
       "      <td>https://img3.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>美人计</td>\n",
       "      <td>https://movie.douban.com/subject/1300766/</td>\n",
       "      <td>7.7</td>\n",
       "      <td>1946</td>\n",
       "      <td>美国</td>\n",
       "      <td>...</td>\n",
       "      <td>二战刚刚结束，莉亚（英格丽·褒曼 Ingrid Bergman饰）作为战犯的女儿被美国联邦调...</td>\n",
       "      <td>15839</td>\n",
       "      <td>{'力荐': '19.5%', '推荐': '50.8%', '很差': '0.2%', '...</td>\n",
       "      <td>{'较差': '1.9%', '还行': '27.6%', '推荐': '50.8%', '...</td>\n",
       "      <td>19.5</td>\n",
       "      <td>50.8</td>\n",
       "      <td>27.6</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.2</td>\n",
       "      <td>20世纪40年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1360</th>\n",
       "      <td>1293908</td>\n",
       "      <td>['查理·卓别林', '弗吉尼亚·切瑞尔', '佛罗伦斯·李', '亨利·伯格曼', '珍·...</td>\n",
       "      <td>['查理·卓别林']</td>\n",
       "      <td>45</td>\n",
       "      <td>https://img1.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>城市之光</td>\n",
       "      <td>https://movie.douban.com/subject/1293908/</td>\n",
       "      <td>9.3</td>\n",
       "      <td>1931</td>\n",
       "      <td>美国</td>\n",
       "      <td>...</td>\n",
       "      <td>他是一个流浪汉（查理·卓别林 Charles Chaplin 饰），身无分文，遇上了双目失明...</td>\n",
       "      <td>63334</td>\n",
       "      <td>{'力荐': '68.5%', '推荐': '26.8%', '很差': '0.1%', '...</td>\n",
       "      <td>{'较差': '0.2%', '还行': '4.3%', '推荐': '26.8%', '很...</td>\n",
       "      <td>68.5</td>\n",
       "      <td>26.8</td>\n",
       "      <td>4.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.1</td>\n",
       "      <td>20世纪30年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>1300267</td>\n",
       "      <td>['费雯·丽', '克拉克·盖博', '奥利维娅·德哈维兰', '托马斯·米切尔', '芭芭...</td>\n",
       "      <td>['维克多·弗莱明', '乔治·库克', '山姆·伍德']</td>\n",
       "      <td>45</td>\n",
       "      <td>https://img3.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>乱世佳人</td>\n",
       "      <td>https://movie.douban.com/subject/1300267/</td>\n",
       "      <td>9.2</td>\n",
       "      <td>1939</td>\n",
       "      <td>美国</td>\n",
       "      <td>...</td>\n",
       "      <td>美国南北战争前夕，南方农场塔拉庄园的千金斯嘉丽（费雯·丽 Vivien Leigh 饰）爱上...</td>\n",
       "      <td>385563</td>\n",
       "      <td>{'力荐': '68.5%', '推荐': '26.2%', '很差': '0.1%', '...</td>\n",
       "      <td>{'较差': '0.3%', '还行': '4.9%', '推荐': '26.2%', '很...</td>\n",
       "      <td>68.5</td>\n",
       "      <td>26.2</td>\n",
       "      <td>4.9</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.1</td>\n",
       "      <td>20世纪30年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>607</th>\n",
       "      <td>1294371</td>\n",
       "      <td>['查理·卓别林', '宝莲·高黛', '亨利·伯格曼', 'Tiny Sandford',...</td>\n",
       "      <td>['查理·卓别林']</td>\n",
       "      <td>45</td>\n",
       "      <td>https://img3.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>摩登时代</td>\n",
       "      <td>https://movie.douban.com/subject/1294371/</td>\n",
       "      <td>9.2</td>\n",
       "      <td>1936</td>\n",
       "      <td>美国</td>\n",
       "      <td>...</td>\n",
       "      <td>二十年代的美国处于经济萧条时期，失业率居高不下，工人受尽压榨，成为了大机器生产中的一颗螺丝钉...</td>\n",
       "      <td>143663</td>\n",
       "      <td>{'力荐': '67.5%', '推荐': '27.9%', '很差': '0.1%', '...</td>\n",
       "      <td>{'较差': '0.2%', '还行': '4.4%', '推荐': '27.9%', '很...</td>\n",
       "      <td>67.5</td>\n",
       "      <td>27.9</td>\n",
       "      <td>4.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.1</td>\n",
       "      <td>20世纪30年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4177</th>\n",
       "      <td>1302210</td>\n",
       "      <td>['阮玲玉', '黎铿', '章志直', '唐槐秋']</td>\n",
       "      <td>['吴永刚']</td>\n",
       "      <td>45</td>\n",
       "      <td>https://img3.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>神女</td>\n",
       "      <td>https://movie.douban.com/subject/1302210/</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1934</td>\n",
       "      <td>中国大陆</td>\n",
       "      <td>...</td>\n",
       "      <td>上海1930年代，贫苦女人（阮玲玉）为养活儿子沦为暗娼，并不幸被一流氓看中霸占，她几次试图逃...</td>\n",
       "      <td>14272</td>\n",
       "      <td>{'力荐': '56.8%', '推荐': '36.1%', '很差': '0.1%', '...</td>\n",
       "      <td>{'较差': '0.4%', '还行': '6.6%', '推荐': '36.1%', '很...</td>\n",
       "      <td>56.8</td>\n",
       "      <td>36.1</td>\n",
       "      <td>6.6</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.1</td>\n",
       "      <td>20世纪30年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2685</th>\n",
       "      <td>1295684</td>\n",
       "      <td>['克拉克·盖博', '克劳黛·考尔白', '沃尔特·康诺利', '罗斯科·卡恩茨', '詹...</td>\n",
       "      <td>['弗兰克·卡普拉']</td>\n",
       "      <td>45</td>\n",
       "      <td>https://img1.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>一夜风流</td>\n",
       "      <td>https://movie.douban.com/subject/1295684/</td>\n",
       "      <td>8.7</td>\n",
       "      <td>1934</td>\n",
       "      <td>美国</td>\n",
       "      <td>...</td>\n",
       "      <td>艾丽（克劳黛·考尔白 Claudette Colbert 饰）有一个显赫有钱的家庭，这恰恰成...</td>\n",
       "      <td>30906</td>\n",
       "      <td>{'力荐': '47.2%', '推荐': '42.3%', '很差': '0.1%', '...</td>\n",
       "      <td>{'较差': '0.4%', '还行': '10.0%', '推荐': '42.3%', '...</td>\n",
       "      <td>47.2</td>\n",
       "      <td>42.3</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.1</td>\n",
       "      <td>20世纪30年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3890</th>\n",
       "      <td>1307708</td>\n",
       "      <td>['周璇', '赵丹', '魏鹤龄', '钱千里', '李时']</td>\n",
       "      <td>['袁牧之']</td>\n",
       "      <td>45</td>\n",
       "      <td>https://img3.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>马路天使</td>\n",
       "      <td>https://movie.douban.com/subject/1307708/</td>\n",
       "      <td>8.5</td>\n",
       "      <td>1937</td>\n",
       "      <td>中国大陆</td>\n",
       "      <td>...</td>\n",
       "      <td>1930年代，小云、小红（周璇）姐妹被人骗到上海卖给琴师和妓院老鸨夫妇，小云被迫做了暗娼，小...</td>\n",
       "      <td>14841</td>\n",
       "      <td>{'力荐': '39.6%', '推荐': '47.8%', '很差': '0.1%', '...</td>\n",
       "      <td>{'较差': '0.7%', '还行': '11.8%', '推荐': '47.8%', '...</td>\n",
       "      <td>39.6</td>\n",
       "      <td>47.8</td>\n",
       "      <td>11.8</td>\n",
       "      <td>0.7</td>\n",
       "      <td>0.1</td>\n",
       "      <td>20世纪30年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3532</th>\n",
       "      <td>1293381</td>\n",
       "      <td>['彼得·洛', '艾伦·维德曼', '因格·兰德特', '奥托·维尔尼克', 'Theo ...</td>\n",
       "      <td>['弗里茨·朗']</td>\n",
       "      <td>40</td>\n",
       "      <td>https://img3.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>M就是凶手</td>\n",
       "      <td>https://movie.douban.com/subject/1293381/</td>\n",
       "      <td>8.3</td>\n",
       "      <td>1931</td>\n",
       "      <td>德国</td>\n",
       "      <td>...</td>\n",
       "      <td>柏林这些天连续发生了多起小女孩失踪事件，最后发现这些孩子都无一例外惨遭毒手。这个专门以小女孩...</td>\n",
       "      <td>19405</td>\n",
       "      <td>{'力荐': '34.7%', '推荐': '47.0%', '很差': '0.5%', '...</td>\n",
       "      <td>{'较差': '1.7%', '还行': '16.0%', '推荐': '47.0%', '...</td>\n",
       "      <td>34.7</td>\n",
       "      <td>47.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.5</td>\n",
       "      <td>20世纪30年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1161</th>\n",
       "      <td>1297756</td>\n",
       "      <td>['阿德里亚娜·卡塞洛蒂', '罗伊·阿特威尔', 'Stuart Buchanan', '...</td>\n",
       "      <td>['戴维·汉德', '拉里·莫里']</td>\n",
       "      <td>40</td>\n",
       "      <td>https://img3.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>白雪公主和七个小矮人</td>\n",
       "      <td>https://movie.douban.com/subject/1297756/</td>\n",
       "      <td>8.2</td>\n",
       "      <td>1937</td>\n",
       "      <td>美国</td>\n",
       "      <td>...</td>\n",
       "      <td>白雪公主原本是世界上最幸福的人，可惜当她母后逝去，父王娶了她继母后，这一切都改变了。恶毒的继...</td>\n",
       "      <td>68331</td>\n",
       "      <td>{'力荐': '31.6%', '推荐': '49.1%', '很差': '0.2%', '...</td>\n",
       "      <td>{'较差': '0.8%', '还行': '18.4%', '推荐': '49.1%', '...</td>\n",
       "      <td>31.6</td>\n",
       "      <td>49.1</td>\n",
       "      <td>18.4</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.2</td>\n",
       "      <td>20世纪30年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2355</th>\n",
       "      <td>1292625</td>\n",
       "      <td>['朱迪·加兰', '弗兰克·摩根', '雷·博尔格', '伯特·拉尔', '杰克·黑利']</td>\n",
       "      <td>['维克多·弗莱明']</td>\n",
       "      <td>40</td>\n",
       "      <td>https://img3.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>绿野仙踪</td>\n",
       "      <td>https://movie.douban.com/subject/1292625/</td>\n",
       "      <td>8.1</td>\n",
       "      <td>1939</td>\n",
       "      <td>美国</td>\n",
       "      <td>...</td>\n",
       "      <td>小女孩桃乐丝·盖尔（Judy Garland 饰）随叔叔、婶婶住在堪萨斯州中部的农场。某天，...</td>\n",
       "      <td>31365</td>\n",
       "      <td>{'力荐': '29.7%', '推荐': '49.8%', '很差': '0.3%', '...</td>\n",
       "      <td>{'较差': '1.2%', '还行': '19.0%', '推荐': '49.8%', '...</td>\n",
       "      <td>29.7</td>\n",
       "      <td>49.8</td>\n",
       "      <td>19.0</td>\n",
       "      <td>1.2</td>\n",
       "      <td>0.3</td>\n",
       "      <td>20世纪30年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4389</th>\n",
       "      <td>1298412</td>\n",
       "      <td>['罗伯特·多纳特', '玛德琳·卡洛', '露西·曼海姆', '戈弗雷·特尔', '佩吉·...</td>\n",
       "      <td>['阿尔弗雷德·希区柯克']</td>\n",
       "      <td>40</td>\n",
       "      <td>https://img1.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>三十九级台阶</td>\n",
       "      <td>https://movie.douban.com/subject/1298412/</td>\n",
       "      <td>7.8</td>\n",
       "      <td>1935</td>\n",
       "      <td>英国</td>\n",
       "      <td>...</td>\n",
       "      <td>音乐厅中传来枪声，观众们一片惊慌。一位外国女子（露西?曼娜海姆饰）询问理查德?汉内（罗伯特?...</td>\n",
       "      <td>12544</td>\n",
       "      <td>{'力荐': '19.3%', '推荐': '51.8%', '很差': '0.2%', '...</td>\n",
       "      <td>{'较差': '1.8%', '还行': '26.8%', '推荐': '51.8%', '...</td>\n",
       "      <td>19.3</td>\n",
       "      <td>51.8</td>\n",
       "      <td>26.8</td>\n",
       "      <td>1.8</td>\n",
       "      <td>0.2</td>\n",
       "      <td>20世纪30年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3650</th>\n",
       "      <td>1293270</td>\n",
       "      <td>['查理·卓别林', '卡尔·米勒', '艾德娜·珀薇安丝', '杰基·库根', '艾伯特·...</td>\n",
       "      <td>['查理·卓别林']</td>\n",
       "      <td>45</td>\n",
       "      <td>https://img1.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>寻子遇仙记</td>\n",
       "      <td>https://movie.douban.com/subject/1293270/</td>\n",
       "      <td>9.1</td>\n",
       "      <td>1921</td>\n",
       "      <td>美国</td>\n",
       "      <td>...</td>\n",
       "      <td>影片讲述玻璃匠夏尔洛（查理·卓别林 Charles Chaplin饰）和弃婴（杰基·考甘 J...</td>\n",
       "      <td>18935</td>\n",
       "      <td>{'力荐': '63.1%', '推荐': '31.7%', '很差': '0.1%', '...</td>\n",
       "      <td>{'较差': '0.3%', '还行': '4.8%', '推荐': '31.7%', '很...</td>\n",
       "      <td>63.1</td>\n",
       "      <td>31.7</td>\n",
       "      <td>4.8</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.1</td>\n",
       "      <td>20世纪20年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2992</th>\n",
       "      <td>1298817</td>\n",
       "      <td>['查理·卓别林', '马克·斯旺', 'Tom Murray', '亨利·伯格曼', 'M...</td>\n",
       "      <td>['查理·卓别林']</td>\n",
       "      <td>45</td>\n",
       "      <td>https://img3.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>淘金记</td>\n",
       "      <td>https://movie.douban.com/subject/1298817/</td>\n",
       "      <td>9.1</td>\n",
       "      <td>1925</td>\n",
       "      <td>美国</td>\n",
       "      <td>...</td>\n",
       "      <td>流浪汉查理（查理·卓别林 Charlie Chaplin 饰）随队伍来到阿拉斯加淘金。他在一...</td>\n",
       "      <td>24060</td>\n",
       "      <td>{'力荐': '59.5%', '推荐': '34.8%', '很差': '0.1%', '...</td>\n",
       "      <td>{'较差': '0.3%', '还行': '5.3%', '推荐': '34.8%', '很...</td>\n",
       "      <td>59.5</td>\n",
       "      <td>34.8</td>\n",
       "      <td>5.3</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.1</td>\n",
       "      <td>20世纪20年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3469</th>\n",
       "      <td>1298107</td>\n",
       "      <td>['阿弗莱德·阿贝尔', '古斯塔夫·佛力施', '布里吉特·赫尔姆', '鲁道夫·克莱恩-...</td>\n",
       "      <td>['弗里茨·朗']</td>\n",
       "      <td>45</td>\n",
       "      <td>https://img3.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>大都会</td>\n",
       "      <td>https://movie.douban.com/subject/1298107/</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1927</td>\n",
       "      <td>德国</td>\n",
       "      <td>...</td>\n",
       "      <td>在未来的大都会里社会分为两个阶层。建立并策划了整个城市赖以运转的庞大机器的是以强·弗莱德森（...</td>\n",
       "      <td>20265</td>\n",
       "      <td>{'力荐': '59.0%', '推荐': '32.1%', '很差': '0.3%', '...</td>\n",
       "      <td>{'较差': '0.8%', '还行': '7.8%', '推荐': '32.1%', '很...</td>\n",
       "      <td>59.0</td>\n",
       "      <td>32.1</td>\n",
       "      <td>7.8</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.3</td>\n",
       "      <td>20世纪20年代</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3785</th>\n",
       "      <td>1293492</td>\n",
       "      <td>['亚历山大·安东诺夫', 'Vladimir Barsky', '格里高利·亚历山德罗夫'...</td>\n",
       "      <td>['谢尔盖·爱森斯坦']</td>\n",
       "      <td>45</td>\n",
       "      <td>https://img1.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>战舰波将金号</td>\n",
       "      <td>https://movie.douban.com/subject/1293492/</td>\n",
       "      <td>8.6</td>\n",
       "      <td>1925</td>\n",
       "      <td>苏联</td>\n",
       "      <td>...</td>\n",
       "      <td>影片发生在1905年，一艘名为波将金号的战舰上，原本这是一艘沙皇海军的骄傲，可是因为连续数月...</td>\n",
       "      <td>15152</td>\n",
       "      <td>{'力荐': '44.2%', '推荐': '42.3%', '很差': '0.4%', '...</td>\n",
       "      <td>{'较差': '0.8%', '还行': '12.3%', '推荐': '42.3%', '...</td>\n",
       "      <td>44.2</td>\n",
       "      <td>42.3</td>\n",
       "      <td>12.3</td>\n",
       "      <td>0.8</td>\n",
       "      <td>0.4</td>\n",
       "      <td>20世纪20年代</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4477 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            ID                                                 主演  \\\n",
       "2959  11615927           ['杉田智和', '钉宫理惠', '阪口大助', '千叶进步', '中井和哉']   \n",
       "3969  26700818  ['伊恩·麦克莱恩', '德里克·雅各比', '弗朗西斯·德·拉·图瓦', '伊万·瑞恩',...   \n",
       "6      3541415  ['莱昂纳多·迪卡普里奥', '约瑟夫·高登-莱维特', '艾伦·佩吉', '汤姆·哈迪',...   \n",
       "130    5912992                 ['孔侑', '郑有美', '金志映', '金贤秀', '郑仁絮']   \n",
       "2775  27040774  ['裴斗娜', '杰米·克莱顿', '蒂娜·德赛', '塔彭丝·米德尔顿', '马克思·雷迈特']   \n",
       "24     1889243  ['马修·麦康纳', '安妮·海瑟薇', '杰西卡·查斯坦', '卡西·阿弗莱克', '迈克...   \n",
       "3902  20453087  ['克里斯·奥多德', '理查德·艾欧阿德', '凯瑟琳·帕金森', '诺尔·费丁', '克...   \n",
       "2466   6870362  ['罗伯特·巴瑟斯特', '休·博纳维尔', '布兰登·柯伊尔', '琼安·弗洛加特', '...   \n",
       "74     6786002  ['弗朗索瓦·克鲁塞', '奥玛·希', '安娜·勒尼', '奥德雷·弗勒罗', '托马·索...   \n",
       "244   21937445                ['宋康昊', '吴达洙', '金英爱', '郭度沅', '任时完']   \n",
       "264   21937452                 ['薛耿求', '严志媛', '李来', '金海淑', '金相浩']   \n",
       "18    25662329  ['金妮弗·古德温', '杰森·贝特曼', '伊德里斯·艾尔巴', '珍妮·斯蕾特', '内...   \n",
       "2845  25790749             ['瑛太', '尾野真千子', '真木阳子', '绫野刚', '八千草薰']   \n",
       "3021   4122194           ['杉田智和', '钉宫理惠', '阪口大助', '中井和哉', '铃村健一']   \n",
       "1024  25958717  ['阿努克·斯特芬', '布鲁诺·甘茨', '昆林·艾格匹', '安娜·申茨', '伊莎贝尔...   \n",
       "1416  25964630  ['乔恩·哈姆', '拉菲·斯波', '奥娜·卓别林', '娜塔丽·特纳', '詹妮特·蒙哥...   \n",
       "572    6985810  ['麦斯·米科尔森', '托玛斯·博·拉森', '安妮卡·韦德科普', '拉丝·弗格斯托姆'...   \n",
       "3321   4074292           ['平野绫', '杉田智和', '茅原实里', '青木沙耶香', '后藤邑子']   \n",
       "1378   5908478                ['宋在浩', '李顺载', '尹秀晶', '金秀美', '宋智孝']   \n",
       "23     1929463      ['苏拉·沙玛', '伊尔凡·可汗', '拉菲·斯波', '阿迪勒·侯赛因', '塔布']   \n",
       "39    20495023  ['安东尼·冈萨雷斯', '盖尔·加西亚·贝纳尔', '本杰明·布拉特', '阿兰娜·乌巴赫...   \n",
       "15    26387939  ['阿米尔·汗', '法缇玛·萨那·纱卡', '桑亚·玛荷塔', '阿帕尔夏克提·库拉那',...   \n",
       "13     3319755  ['玛德琳·卡罗尔', '卡兰·麦克奥利菲', '瑞贝卡·德·莫妮', '安东尼·爱德华兹'...   \n",
       "568   25814707            ['桥本爱', '三浦贵大', '松冈茉优', '温水洋一', '桐岛加恋']   \n",
       "542   30170448  ['赞恩·阿尔·拉菲亚', '约丹诺斯·希费罗', '博鲁瓦蒂夫·特雷杰·班科尔', '卡萨...   \n",
       "472   25814705            ['桥本爱', '三浦贵大', '松冈茉优', '温水洋一', '桐岛加恋']   \n",
       "2879  26266892            ['二宫和也', '北野武', '宫川大辅', '柄本时生', '新井浩文']   \n",
       "0     26752088                   ['徐峥', '王传君', '周一围', '谭卓', '章宇']   \n",
       "2806  25938803  ['莎莉·霍金斯', '伊桑·霍克', '卡瑞·玛切特', '加布里埃尔·罗斯', '扎卡里...   \n",
       "1686  21332518           ['堺雅人', '新垣结衣', '生濑胜久', '小池荣子', '田口淳之介']   \n",
       "...        ...                                                ...   \n",
       "516    1293964  ['费雯·丽', '罗伯特·泰勒', '露塞尔·沃特森', '弗吉尼亚·菲尔德', '玛丽亚...   \n",
       "4554   1307265             ['笠智众', '原节子', '月丘梦路', '杉村春子', '青木放屁']   \n",
       "1581   1292288  ['奥逊·威尔斯', '约瑟夫·科顿', '多萝西·康明戈尔', '阿格妮丝·摩尔海德', ...   \n",
       "672    1296753  ['亨弗莱·鲍嘉', '英格丽·褒曼', '保罗·亨雷德', '克劳德·雷恩斯', '康拉德...   \n",
       "2801   1323746                   ['李纬', '韦伟', '石羽', '张鸿眉', '崔超明']   \n",
       "2753   1305158  ['雷德·斯克尔顿', '埃丝特·威廉斯', '巴兹尔·拉思伯恩', '比尔·戈德温', '...   \n",
       "3856   1293226  ['弗莱德·麦克莫瑞', '芭芭拉·斯坦威克', '爱德华·罗宾逊', '波特·霍尔', '...   \n",
       "2918   1295148                    ['哈迪·奥尔布赖特', '谢尔玛·博德曼', '小林桂树']   \n",
       "4495   1295451  ['约瑟夫·科顿', '阿莉达·瓦利', '奥逊·威尔斯', '特瑞沃·霍华德', '伯纳德...   \n",
       "2143   1293824  ['劳伦斯·奥利弗', '琼·芳登', '乔治·桑德斯', '朱迪丝·安德森', '尼格尔·...   \n",
       "2127   1292757   ['梅尔·布兰科', '弗兰基·达罗', '克里夫·爱德华兹', 'Dickie Jones']   \n",
       "3240   1304603  ['James Baskett', '赫尔曼·宾 ', '比利·布莱彻', '爱德华·布罗菲...   \n",
       "2829   1293973  ['英格丽·褒曼', '格利高里·派克', '迈克尔·契诃夫', '里奥.G.卡罗尔', '...   \n",
       "3836   1301230  ['詹姆斯·斯图尔特', '约翰·道尔', '法利·格兰杰', '琼·钱德勒', '道格拉斯...   \n",
       "3053   1296824  ['奥逊·威尔斯', '琼·芳登', '玛格丽特·奥布赖恩', '佩吉·安·加纳', '约翰...   \n",
       "3917   1300766  ['加里·格兰特', '英格丽·褒曼', '克劳德·雷恩斯', '路易斯·卡尔亨', 'Le...   \n",
       "1360   1293908  ['查理·卓别林', '弗吉尼亚·切瑞尔', '佛罗伦斯·李', '亨利·伯格曼', '珍·...   \n",
       "176    1300267  ['费雯·丽', '克拉克·盖博', '奥利维娅·德哈维兰', '托马斯·米切尔', '芭芭...   \n",
       "607    1294371  ['查理·卓别林', '宝莲·高黛', '亨利·伯格曼', 'Tiny Sandford',...   \n",
       "4177   1302210                        ['阮玲玉', '黎铿', '章志直', '唐槐秋']   \n",
       "2685   1295684  ['克拉克·盖博', '克劳黛·考尔白', '沃尔特·康诺利', '罗斯科·卡恩茨', '詹...   \n",
       "3890   1307708                   ['周璇', '赵丹', '魏鹤龄', '钱千里', '李时']   \n",
       "3532   1293381  ['彼得·洛', '艾伦·维德曼', '因格·兰德特', '奥托·维尔尼克', 'Theo ...   \n",
       "1161   1297756  ['阿德里亚娜·卡塞洛蒂', '罗伊·阿特威尔', 'Stuart Buchanan', '...   \n",
       "2355   1292625     ['朱迪·加兰', '弗兰克·摩根', '雷·博尔格', '伯特·拉尔', '杰克·黑利']   \n",
       "4389   1298412  ['罗伯特·多纳特', '玛德琳·卡洛', '露西·曼海姆', '戈弗雷·特尔', '佩吉·...   \n",
       "3650   1293270  ['查理·卓别林', '卡尔·米勒', '艾德娜·珀薇安丝', '杰基·库根', '艾伯特·...   \n",
       "2992   1298817  ['查理·卓别林', '马克·斯旺', 'Tom Murray', '亨利·伯格曼', 'M...   \n",
       "3469   1298107  ['阿弗莱德·阿贝尔', '古斯塔夫·佛力施', '布里吉特·赫尔姆', '鲁道夫·克莱恩-...   \n",
       "3785   1293492  ['亚历山大·安东诺夫', 'Vladimir Barsky', '格里高利·亚历山德罗夫'...   \n",
       "\n",
       "                                                     导演  标记  \\\n",
       "2959                                           ['藤田阳一']  45   \n",
       "3969                                           ['埃德·拜']  45   \n",
       "6                                          ['克里斯托弗·诺兰']  45   \n",
       "130                                             ['黄东赫']  45   \n",
       "2775                                        ['拉娜·沃卓斯基']  45   \n",
       "24                                         ['克里斯托弗·诺兰']  45   \n",
       "3902                                       ['格雷厄姆·莱恩汉']  45   \n",
       "2466                                       ['布莱恩·派西维尔']  45   \n",
       "74                             ['奥利维埃·纳卡什', '埃里克·托莱达诺']  45   \n",
       "244                                             ['杨宇硕']  45   \n",
       "264                                             ['李濬益']  45   \n",
       "18                        ['拜伦·霍华德', '瑞奇·摩尔', '杰拉德·布什']  45   \n",
       "2845                                           ['并木道子']  45   \n",
       "3021                                           ['高松信司']  45   \n",
       "1024                                        ['阿兰·葛斯彭纳']  45   \n",
       "1416                                         ['卡尔·蒂贝茨']  45   \n",
       "572                                        ['托马斯·温特伯格']  45   \n",
       "3321                                   ['石原立也', '武本康弘']  45   \n",
       "1378                                     ['秋昌旼', '孙昌敏']  45   \n",
       "23                                               ['李安']  45   \n",
       "39                               ['李·昂克里奇', '阿德里安·莫利纳']  45   \n",
       "15                                           ['涅提·蒂瓦里']  45   \n",
       "13                                            ['罗伯·莱纳']  45   \n",
       "568                                             ['森淳一']  45   \n",
       "542                                          ['娜丁·拉巴基']  45   \n",
       "472                                             ['森淳一']  45   \n",
       "2879                                           ['高畑秀太']  45   \n",
       "0                                               ['文牧野']  45   \n",
       "2806                                         ['艾斯林·沃什']  45   \n",
       "1686                                           ['石川淳一']  45   \n",
       "...                                                 ...  ..   \n",
       "516                                   ['茂文·勒鲁瓦', '伍经纬']  45   \n",
       "4554                                          ['小津安二郎']  45   \n",
       "1581                                         ['奥逊·威尔斯']  45   \n",
       "672                                         ['迈克尔·柯蒂兹']  45   \n",
       "2801                                             ['费穆']  45   \n",
       "2753                                         ['乔治·西德尼']  45   \n",
       "3856                                          ['比利·怀德']  45   \n",
       "2918  ['戴维·汉德', '詹姆斯·阿尔格', '塞缪尔·阿姆斯特朗', '格雷厄姆·海德', '...  40   \n",
       "4495                                         ['卡罗尔·里德']  40   \n",
       "2143                                     ['阿尔弗雷德·希区柯克']  40   \n",
       "2127                             ['汉密尔顿·卢斯科', '宾·沙普斯坦']  40   \n",
       "3240  ['宾·沙普斯坦', '塞缪尔·阿姆斯特朗', '诺曼·弗格森', '威尔弗雷德·杰克逊',...  40   \n",
       "2829                                     ['阿尔弗雷德·希区柯克']  40   \n",
       "3836                                     ['阿尔弗雷德·希区柯克']  40   \n",
       "3053                       ['罗伯特·斯蒂文森', '罗伯特·路易斯·史蒂文森']  40   \n",
       "3917                                     ['阿尔弗雷德·希区柯克']  40   \n",
       "1360                                         ['查理·卓别林']  45   \n",
       "176                       ['维克多·弗莱明', '乔治·库克', '山姆·伍德']  45   \n",
       "607                                          ['查理·卓别林']  45   \n",
       "4177                                            ['吴永刚']  45   \n",
       "2685                                        ['弗兰克·卡普拉']  45   \n",
       "3890                                            ['袁牧之']  45   \n",
       "3532                                          ['弗里茨·朗']  40   \n",
       "1161                                 ['戴维·汉德', '拉里·莫里']  40   \n",
       "2355                                        ['维克多·弗莱明']  40   \n",
       "4389                                     ['阿尔弗雷德·希区柯克']  40   \n",
       "3650                                         ['查理·卓别林']  45   \n",
       "2992                                         ['查理·卓别林']  45   \n",
       "3469                                          ['弗里茨·朗']  45   \n",
       "3785                                       ['谢尔盖·爱森斯坦']  45   \n",
       "\n",
       "                                                     海报            片名_x  \\\n",
       "2959  https://img3.doubanio.com/view/photo/s_ratio_p...  银魂完结篇：直到永远的万事屋   \n",
       "3969  https://img3.doubanio.com/view/photo/s_ratio_p...       极品基老伴：完结篇   \n",
       "6     https://img3.doubanio.com/view/photo/s_ratio_p...            盗梦空间   \n",
       "130   https://img3.doubanio.com/view/photo/s_ratio_p...              熔炉   \n",
       "2775  https://img3.doubanio.com/view/photo/s_ratio_p...      超感猎杀：完结特别篇   \n",
       "24    https://img3.doubanio.com/view/photo/s_ratio_p...            星际穿越   \n",
       "3902  https://img3.doubanio.com/view/photo/s_ratio_p...         IT狂人特别篇   \n",
       "2466  https://img1.doubanio.com/view/photo/s_ratio_p...  唐顿庄园：2011圣诞特别篇   \n",
       "74    https://img3.doubanio.com/view/photo/s_ratio_p...            触不可及   \n",
       "244   https://img3.doubanio.com/view/photo/s_ratio_p...             辩护人   \n",
       "264   https://img3.doubanio.com/view/photo/s_ratio_p...              素媛   \n",
       "18    https://img1.doubanio.com/view/photo/s_ratio_p...           疯狂动物城   \n",
       "2845  https://img1.doubanio.com/view/photo/s_ratio_p...  最完美的离婚 2014特别篇   \n",
       "3021  https://img3.doubanio.com/view/photo/s_ratio_p...     银魂剧场版：新译红樱篇   \n",
       "1024  https://img3.doubanio.com/view/photo/s_ratio_p...           海蒂和爷爷   \n",
       "1416  https://img3.doubanio.com/view/photo/s_ratio_p...        黑镜：圣诞特别篇   \n",
       "572   https://img1.doubanio.com/view/photo/s_ratio_p...              狩猎   \n",
       "3321  https://img3.doubanio.com/view/photo/s_ratio_p...         凉宫春日的消失   \n",
       "1378  https://img1.doubanio.com/view/photo/s_ratio_p...             我爱你   \n",
       "23    https://img3.doubanio.com/view/photo/s_ratio_p...        少年派的奇幻漂流   \n",
       "39    https://img1.doubanio.com/view/photo/s_ratio_p...           寻梦环游记   \n",
       "15    https://img3.doubanio.com/view/photo/s_ratio_p...          摔跤吧！爸爸   \n",
       "13    https://img3.doubanio.com/view/photo/s_ratio_p...            怦然心动   \n",
       "568   https://img1.doubanio.com/view/photo/s_ratio_p...         小森林 冬春篇   \n",
       "542   https://img1.doubanio.com/view/photo/s_ratio_p...            何以为家   \n",
       "472   https://img3.doubanio.com/view/photo/s_ratio_p...         小森林 夏秋篇   \n",
       "2879  https://img3.doubanio.com/view/photo/s_ratio_p...             红鳉鱼   \n",
       "0     https://img3.doubanio.com/view/photo/s_ratio_p...           我不是药神   \n",
       "2806  https://img3.doubanio.com/view/photo/s_ratio_p...              莫娣   \n",
       "1686  https://img3.doubanio.com/view/photo/s_ratio_p...        胜者即是正义SP   \n",
       "...                                                 ...             ...   \n",
       "516   https://img1.doubanio.com/view/photo/s_ratio_p...            魂断蓝桥   \n",
       "4554  https://img3.doubanio.com/view/photo/s_ratio_p...              晚春   \n",
       "1581  https://img1.doubanio.com/view/photo/s_ratio_p...            公民凯恩   \n",
       "672   https://img3.doubanio.com/view/photo/s_ratio_p...           卡萨布兰卡   \n",
       "2801  https://img1.doubanio.com/view/photo/s_ratio_p...            小城之春   \n",
       "2753  https://img3.doubanio.com/view/photo/s_ratio_p...            出水芙蓉   \n",
       "3856  https://img3.doubanio.com/view/photo/s_ratio_p...            双重赔偿   \n",
       "2918  https://img3.doubanio.com/view/photo/s_ratio_p...            小鹿斑比   \n",
       "4495  https://img3.doubanio.com/view/photo/s_ratio_p...             第三人   \n",
       "2143  https://img3.doubanio.com/view/photo/s_ratio_p...             蝴蝶梦   \n",
       "2127  https://img3.doubanio.com/view/photo/s_ratio_p...           木偶奇遇记   \n",
       "3240  https://img1.doubanio.com/view/photo/s_ratio_p...             小飞象   \n",
       "2829  https://img1.doubanio.com/view/photo/s_ratio_p...           爱德华大夫   \n",
       "3836  https://img3.doubanio.com/view/photo/s_ratio_p...             夺魂索   \n",
       "3053  https://img3.doubanio.com/view/photo/s_ratio_p...              简爱   \n",
       "3917  https://img3.doubanio.com/view/photo/s_ratio_p...             美人计   \n",
       "1360  https://img1.doubanio.com/view/photo/s_ratio_p...            城市之光   \n",
       "176   https://img3.doubanio.com/view/photo/s_ratio_p...            乱世佳人   \n",
       "607   https://img3.doubanio.com/view/photo/s_ratio_p...            摩登时代   \n",
       "4177  https://img3.doubanio.com/view/photo/s_ratio_p...              神女   \n",
       "2685  https://img1.doubanio.com/view/photo/s_ratio_p...            一夜风流   \n",
       "3890  https://img3.doubanio.com/view/photo/s_ratio_p...            马路天使   \n",
       "3532  https://img3.doubanio.com/view/photo/s_ratio_p...           M就是凶手   \n",
       "1161  https://img3.doubanio.com/view/photo/s_ratio_p...      白雪公主和七个小矮人   \n",
       "2355  https://img3.doubanio.com/view/photo/s_ratio_p...            绿野仙踪   \n",
       "4389  https://img1.doubanio.com/view/photo/s_ratio_p...          三十九级台阶   \n",
       "3650  https://img1.doubanio.com/view/photo/s_ratio_p...           寻子遇仙记   \n",
       "2992  https://img3.doubanio.com/view/photo/s_ratio_p...             淘金记   \n",
       "3469  https://img3.doubanio.com/view/photo/s_ratio_p...             大都会   \n",
       "3785  https://img1.doubanio.com/view/photo/s_ratio_p...          战舰波将金号   \n",
       "\n",
       "                                              网址   评分  上映时间  \\\n",
       "2959  https://movie.douban.com/subject/11615927/  9.3  2013   \n",
       "3969  https://movie.douban.com/subject/26700818/  9.3  2016   \n",
       "6      https://movie.douban.com/subject/3541415/  9.3  2010   \n",
       "130    https://movie.douban.com/subject/5912992/  9.3  2011   \n",
       "2775  https://movie.douban.com/subject/27040774/  9.2  2018   \n",
       "24     https://movie.douban.com/subject/1889243/  9.2  2014   \n",
       "3902  https://movie.douban.com/subject/20453087/  9.2  2013   \n",
       "2466   https://movie.douban.com/subject/6870362/  9.2  2011   \n",
       "74     https://movie.douban.com/subject/6786002/  9.2  2011   \n",
       "244   https://movie.douban.com/subject/21937445/  9.2  2013   \n",
       "264   https://movie.douban.com/subject/21937452/  9.2  2013   \n",
       "18    https://movie.douban.com/subject/25662329/  9.2  2016   \n",
       "2845  https://movie.douban.com/subject/25790749/  9.1  2014   \n",
       "3021   https://movie.douban.com/subject/4122194/  9.1  2010   \n",
       "1024  https://movie.douban.com/subject/25958717/  9.1  2015   \n",
       "1416  https://movie.douban.com/subject/25964630/  9.1  2014   \n",
       "572    https://movie.douban.com/subject/6985810/  9.1  2012   \n",
       "3321   https://movie.douban.com/subject/4074292/  9.0  2010   \n",
       "1378   https://movie.douban.com/subject/5908478/  9.0  2011   \n",
       "23     https://movie.douban.com/subject/1929463/  9.0  2012   \n",
       "39    https://movie.douban.com/subject/20495023/  9.0  2017   \n",
       "15    https://movie.douban.com/subject/26387939/  9.0  2016   \n",
       "13     https://movie.douban.com/subject/3319755/  9.0  2010   \n",
       "568   https://movie.douban.com/subject/25814707/  9.0  2015   \n",
       "542   https://movie.douban.com/subject/30170448/  9.0  2018   \n",
       "472   https://movie.douban.com/subject/25814705/  9.0  2014   \n",
       "2879  https://movie.douban.com/subject/26266892/  9.0  2015   \n",
       "0     https://movie.douban.com/subject/26752088/  9.0  2018   \n",
       "2806  https://movie.douban.com/subject/25938803/  9.0  2016   \n",
       "1686  https://movie.douban.com/subject/21332518/  8.9  2013   \n",
       "...                                          ...  ...   ...   \n",
       "516    https://movie.douban.com/subject/1293964/  8.8  1940   \n",
       "4554   https://movie.douban.com/subject/1307265/  8.7  1949   \n",
       "1581   https://movie.douban.com/subject/1292288/  8.6  1941   \n",
       "672    https://movie.douban.com/subject/1296753/  8.6  1942   \n",
       "2801   https://movie.douban.com/subject/1323746/  8.6  1948   \n",
       "2753   https://movie.douban.com/subject/1305158/  8.5  1944   \n",
       "3856   https://movie.douban.com/subject/1293226/  8.5  1944   \n",
       "2918   https://movie.douban.com/subject/1295148/  8.4  1942   \n",
       "4495   https://movie.douban.com/subject/1295451/  8.3  1949   \n",
       "2143   https://movie.douban.com/subject/1293824/  8.3  1940   \n",
       "2127   https://movie.douban.com/subject/1292757/  8.3  1940   \n",
       "3240   https://movie.douban.com/subject/1304603/  8.2  1941   \n",
       "2829   https://movie.douban.com/subject/1293973/  8.2  1945   \n",
       "3836   https://movie.douban.com/subject/1301230/  8.0  1948   \n",
       "3053   https://movie.douban.com/subject/1296824/  7.8  1943   \n",
       "3917   https://movie.douban.com/subject/1300766/  7.7  1946   \n",
       "1360   https://movie.douban.com/subject/1293908/  9.3  1931   \n",
       "176    https://movie.douban.com/subject/1300267/  9.2  1939   \n",
       "607    https://movie.douban.com/subject/1294371/  9.2  1936   \n",
       "4177   https://movie.douban.com/subject/1302210/  9.0  1934   \n",
       "2685   https://movie.douban.com/subject/1295684/  8.7  1934   \n",
       "3890   https://movie.douban.com/subject/1307708/  8.5  1937   \n",
       "3532   https://movie.douban.com/subject/1293381/  8.3  1931   \n",
       "1161   https://movie.douban.com/subject/1297756/  8.2  1937   \n",
       "2355   https://movie.douban.com/subject/1292625/  8.1  1939   \n",
       "4389   https://movie.douban.com/subject/1298412/  7.8  1935   \n",
       "3650   https://movie.douban.com/subject/1293270/  9.1  1921   \n",
       "2992   https://movie.douban.com/subject/1298817/  9.1  1925   \n",
       "3469   https://movie.douban.com/subject/1298107/  9.0  1927   \n",
       "3785   https://movie.douban.com/subject/1293492/  8.6  1925   \n",
       "\n",
       "                      地区  ...  \\\n",
       "2959                  日本  ...   \n",
       "3969                  英国  ...   \n",
       "6                美国 / 英国  ...   \n",
       "130                   韩国  ...   \n",
       "2775                  美国  ...   \n",
       "24    美国 / 英国 / 加拿大 / 冰岛  ...   \n",
       "3902                  英国  ...   \n",
       "2466                  英国  ...   \n",
       "74                    法国  ...   \n",
       "244                   韩国  ...   \n",
       "264                   韩国  ...   \n",
       "18                    美国  ...   \n",
       "2845                  日本  ...   \n",
       "3021                  日本  ...   \n",
       "1024        德国 / 瑞士 / 南非  ...   \n",
       "1416                  英国  ...   \n",
       "572              丹麦 / 瑞典  ...   \n",
       "3321                  日本  ...   \n",
       "1378                  韩国  ...   \n",
       "23    美国 / 台湾 / 英国 / 加拿大  ...   \n",
       "39                    美国  ...   \n",
       "15                    印度  ...   \n",
       "13                    美国  ...   \n",
       "568                   日本  ...   \n",
       "542        黎巴嫩 / 法国 / 美国  ...   \n",
       "472                   日本  ...   \n",
       "2879                  日本  ...   \n",
       "0                   中国大陆  ...   \n",
       "2806           爱尔兰 / 加拿大  ...   \n",
       "1686                  日本  ...   \n",
       "...                  ...  ...   \n",
       "516                   美国  ...   \n",
       "4554                  日本  ...   \n",
       "1581                  美国  ...   \n",
       "672                   美国  ...   \n",
       "2801                中国大陆  ...   \n",
       "2753                  美国  ...   \n",
       "3856                  美国  ...   \n",
       "2918                  美国  ...   \n",
       "4495                  英国  ...   \n",
       "2143                  美国  ...   \n",
       "2127                  美国  ...   \n",
       "3240                  美国  ...   \n",
       "2829                  美国  ...   \n",
       "3836                  美国  ...   \n",
       "3053                  美国  ...   \n",
       "3917                  美国  ...   \n",
       "1360                  美国  ...   \n",
       "176                   美国  ...   \n",
       "607                   美国  ...   \n",
       "4177                中国大陆  ...   \n",
       "2685                  美国  ...   \n",
       "3890                中国大陆  ...   \n",
       "3532                  德国  ...   \n",
       "1161                  美国  ...   \n",
       "2355                  美国  ...   \n",
       "4389                  英国  ...   \n",
       "3650                  美国  ...   \n",
       "2992                  美国  ...   \n",
       "3469                  德国  ...   \n",
       "3785                  苏联  ...   \n",
       "\n",
       "                                                     简介     评分人数  \\\n",
       "2959  银魂完结篇即将上演，坂田银时（杉田智和 配音）在影院抓住一个盗录的电影小偷，谁知刺眼的白光之...    28956   \n",
       "3969  A one-off special has been confirmed by ITV an...    17090   \n",
       "6     道姆·柯布（莱昂纳多·迪卡普里奥 Leonardo DiCaprio 饰）与同事阿瑟（约瑟夫...  1157943   \n",
       "130   来自首尔的哑语美术老师仁浩（孔宥 饰）来到雾津，应聘慈爱聋哑人学校。天降大雾，他意外撞车，维...   474228   \n",
       "2775  Netfilx宣布将为月初被砍的《超感猎杀》制作两小时最终篇！Wolfgang的命运及更多大...    31228   \n",
       "24    近未来的地球黄沙遍野，小麦、秋葵等基础农作物相继因枯萎病灭绝，人类不再像从前那样仰望星空，放...   830685   \n",
       "3902  曾卷起一股英式幽默风潮的情景喜剧《IT狂人》，在阔别观众2年多之后再度袭来！距第四季完结至今...    17463   \n",
       "2466  处在贝茨先生（布兰登?柯伊尔 Brendan Coyle 饰）受审一事阴霾中的唐顿庄园迎来了...    35666   \n",
       "74    因为一次跳伞事故，白人富翁菲利普Philippe（弗朗索瓦·克鲁塞 Fran?ois Clu...   556675   \n",
       "244   1978年，只有高中学历的宋佑硕（宋康昊 饰）通过多年的艰苦努力，终于通过司法考试，并在成为...   332735   \n",
       "264   她（李来 饰）是一个美丽平凡的小女孩，和爸爸妈妈生活在位于街角的家中。家里经营着以她的名字素...   310544   \n",
       "18    故事发生在一个所有哺乳类动物和谐共存的美好世界中，兔子朱迪（金妮弗·古德温 Ginnifer...   922522   \n",
       "2845  纷纷扰扰的一年过去，滨崎光生（瑛太 饰）和星野结夏（尾野真千子 饰）这对孽缘鸳鸯终于决定重新...    30842   \n",
       "3021  故事发生在日本的江户时代，一名神秘的男子出现在了武士桂小太郎（石田彰 配音）的面前，他手握妖...    23851   \n",
       "1024  海蒂（阿努克·斯戴芬 Anuk Steffen 饰）很小就失去了父母，无依无靠伶仃飘零，所幸...   127930   \n",
       "1416  圣诞节将至，一间地处偏远的小木屋里，波特（拉菲·斯波 Rafe Spall 饰）和马特（乔恩...    83996   \n",
       "572   刚刚和妻子离婚的卢卡斯（麦斯·米科尔森 Mads Mikkelsen 饰）目前在一家托儿所工...   192624   \n",
       "3321  距圣诞节仅有8天时间，SOS团在凉宫春日的号召下，不出意料地策划了一场圣诞狂欢派对。但就在1...    23208   \n",
       "1378  飘雪的坡道上，送牛奶的老头子金万皙（李顺载 饰）邂逅了收废品的老太太宋怡芬（尹秀晶 饰）。他...    82853   \n",
       "23    故事开始于蒙特娄，也结束于蒙特娄。一名在找寻灵感的作家（拉菲·斯波 Rafe Spall 饰...   835938   \n",
       "39    热爱音乐的米格尔（安东尼·冈萨雷兹 Anthony Gonzalez 配音）不幸地出生在一个...   782395   \n",
       "15    马哈维亚（阿米尔·汗 Aamir Khan 饰）曾经是一名前途无量的摔跤运动员，在放弃了职业...   818666   \n",
       "13    布莱斯（卡兰?麦克奥利菲 Callan McAuliffe 饰）全家搬到小镇，邻家女孩朱丽（...   939916   \n",
       "568   于无法融入喧嚣吵闹的大城市，平凡女孩市子（桥本爱 饰）选择回到自幼生长的老家——位于日本东北...   190385   \n",
       "542   法庭上，十二岁的男孩赞恩向法官状告他的亲生父母，原因是，他们给了他生命。是什么样的经历让一个...   299772   \n",
       "472   平凡女孩市子（桥本爱 饰）自幼生长在位于日本东北地区的村庄小森。这里远离都市的喧嚣和浮躁，为...   218961   \n",
       "2879  1984年，受立川派落语宗师立川谈志（北野武 饰）的感染，平凡高中生佐佐木信行（二宫和也 饰...    30842   \n",
       "0     普通中年男子程勇（徐峥 饰）经营着一家保健品店，失意又失婚。不速之客吕受益（王传君 饰）的到...  1148470   \n",
       "2806  新斯科舍一名患有关节炎的女人，做家庭主妇的同时，作为一个艺术家并打磨自身技能，最终成为社区一...    31073   \n",
       "1686  至今仍在古美门律师事务所内服役还债的黛真知子（新垣结衣 饰）持续在败诉的路上艰难前行，而高傲...    68188   \n",
       "...                                                 ...      ...   \n",
       "516   第一次世界大战期间，回国度假的陆军中尉罗伊（罗伯特·泰勒）在滑铁卢桥上邂逅了舞蹈演员玛拉（费...   162306   \n",
       "4554  居住在镰仓的大学教授曾宫周吉（笠志众 饰）早年丧偶，他与女儿纪子（原节子 饰）相依为命。纪子...    12507   \n",
       "1581  美国报业大亨凯恩（奥森?韦尔斯）在桑拿都庄园中留下“玫瑰花蕾”的“遗言”死去后，一位青年记者...    62750   \n",
       "672   二战期间，卡萨布兰卡是欧洲逃往美国的必经之地，那里鱼龙混杂，局势紧张。里克（亨佛莱?鲍嘉 H...   158069   \n",
       "2801  1948年前后，中国某个平常的遍处皆是断垣颓壁的南方小城里，年轻少妇周玉纹（韦伟 饰）与生病...    27492   \n",
       "2753  流行音乐作曲家史蒂夫（Red Skelton）在加州与美丽多情的大学游泳课老师卡罗琳（Est...    25801   \n",
       "3856  Walter Neff（弗莱德·麦克莫瑞 Fred MacMurray 饰）是一个成功的保险...    18731   \n",
       "2918  这是一个关于成长的故事。小鹿斑比来到了这个世界上，和其他好朋友一起无忧无虑生活在森林里。一天...    19954   \n",
       "4495  二战后，美国作家马丁（约瑟夫?科顿 Joseph Cotten 饰）应好友哈里（奥逊?威尔斯...    13134   \n",
       "2143  年轻女子（琼·芳登 Joan Fontaine 饰）初遇曼德利主人德文特（劳伦斯·奥利弗 L...    42341   \n",
       "2127  孤独的木匠爷爷这晚亲手制作了一个木偶男孩——皮诺曹。可能上天眷顾爷爷，午夜，蓝仙女显灵了，她...    31774   \n",
       "3240  丹波是马戏团的一只小象，因为样貌与众不同——它长着蓝色的眼睛和一双打得出奇的耳朵——而遭到大...    17784   \n",
       "2829  精神病院的默奇逊院长即将退休，接手的是年轻有为的爱德华大夫（格利高里·派克 Gregory ...    27422   \n",
       "3836  博兰顿（约翰?达尔John Dall 饰）和菲利普（法利?格兰杰 Farley Grange...    17655   \n",
       "3053  孤儿简·爱从小寄居在舅母家，受尽舅妈极其表弟的折磨，后被送往由布洛克赫斯特先生所开的教会学校...    19497   \n",
       "3917  二战刚刚结束，莉亚（英格丽·褒曼 Ingrid Bergman饰）作为战犯的女儿被美国联邦调...    15839   \n",
       "1360  他是一个流浪汉（查理·卓别林 Charles Chaplin 饰），身无分文，遇上了双目失明...    63334   \n",
       "176   美国南北战争前夕，南方农场塔拉庄园的千金斯嘉丽（费雯·丽 Vivien Leigh 饰）爱上...   385563   \n",
       "607   二十年代的美国处于经济萧条时期，失业率居高不下，工人受尽压榨，成为了大机器生产中的一颗螺丝钉...   143663   \n",
       "4177  上海1930年代，贫苦女人（阮玲玉）为养活儿子沦为暗娼，并不幸被一流氓看中霸占，她几次试图逃...    14272   \n",
       "2685  艾丽（克劳黛·考尔白 Claudette Colbert 饰）有一个显赫有钱的家庭，这恰恰成...    30906   \n",
       "3890  1930年代，小云、小红（周璇）姐妹被人骗到上海卖给琴师和妓院老鸨夫妇，小云被迫做了暗娼，小...    14841   \n",
       "3532  柏林这些天连续发生了多起小女孩失踪事件，最后发现这些孩子都无一例外惨遭毒手。这个专门以小女孩...    19405   \n",
       "1161  白雪公主原本是世界上最幸福的人，可惜当她母后逝去，父王娶了她继母后，这一切都改变了。恶毒的继...    68331   \n",
       "2355  小女孩桃乐丝·盖尔（Judy Garland 饰）随叔叔、婶婶住在堪萨斯州中部的农场。某天，...    31365   \n",
       "4389  音乐厅中传来枪声，观众们一片惊慌。一位外国女子（露西?曼娜海姆饰）询问理查德?汉内（罗伯特?...    12544   \n",
       "3650  影片讲述玻璃匠夏尔洛（查理·卓别林 Charles Chaplin饰）和弃婴（杰基·考甘 J...    18935   \n",
       "2992  流浪汉查理（查理·卓别林 Charlie Chaplin 饰）随队伍来到阿拉斯加淘金。他在一...    24060   \n",
       "3469  在未来的大都会里社会分为两个阶层。建立并策划了整个城市赖以运转的庞大机器的是以强·弗莱德森（...    20265   \n",
       "3785  影片发生在1905年，一艘名为波将金号的战舰上，原本这是一艘沙皇海军的骄傲，可是因为连续数月...    15152   \n",
       "\n",
       "                                                   评分分布  \\\n",
       "2959  {'力荐': '73.3%', '推荐': '19.0%', '很差': '0.4%', '...   \n",
       "3969  {'力荐': '72.5%', '推荐': '22.2%', '很差': '0.3%', '...   \n",
       "6     {'力荐': '70.1%', '推荐': '25.4%', '很差': '0.2%', '...   \n",
       "130   {'力荐': '69.2%', '推荐': '26.4%', '很差': '0.1%', '...   \n",
       "2775  {'力荐': '71.0%', '推荐': '19.1%', '很差': '0.7%', '...   \n",
       "24    {'力荐': '69.6%', '推荐': '24.5%', '很差': '0.4%', '...   \n",
       "3902  {'力荐': '69.1%', '推荐': '23.5%', '很差': '0.1%', '...   \n",
       "2466  {'力荐': '66.8%', '推荐': '28.3%', '很差': '0.0%', '...   \n",
       "74    {'力荐': '66.0%', '推荐': '28.9%', '很差': '0.1%', '...   \n",
       "244   {'力荐': '65.3%', '推荐': '29.5%', '很差': '0.1%', '...   \n",
       "264   {'力荐': '65.0%', '推荐': '29.7%', '很差': '0.1%', '...   \n",
       "18    {'力荐': '64.2%', '推荐': '30.2%', '很差': '0.1%', '...   \n",
       "2845  {'力荐': '63.7%', '推荐': '29.0%', '很差': '0.1%', '...   \n",
       "3021  {'力荐': '63.7%', '推荐': '26.7%', '很差': '0.3%', '...   \n",
       "1024  {'力荐': '63.1%', '推荐': '30.3%', '很差': '0.1%', '...   \n",
       "1416  {'力荐': '62.4%', '推荐': '31.8%', '很差': '0.1%', '...   \n",
       "572   {'力荐': '61.3%', '推荐': '32.2%', '很差': '0.3%', '...   \n",
       "3321  {'力荐': '63.4%', '推荐': '26.8%', '很差': '0.4%', '...   \n",
       "1378  {'力荐': '60.9%', '推荐': '30.7%', '很差': '0.2%', '...   \n",
       "23    {'力荐': '60.7%', '推荐': '31.8%', '很差': '0.2%', '...   \n",
       "39    {'力荐': '60.6%', '推荐': '31.8%', '很差': '0.1%', '...   \n",
       "15    {'力荐': '60.1%', '推荐': '32.9%', '很差': '0.2%', '...   \n",
       "13    {'力荐': '59.6%', '推荐': '32.5%', '很差': '0.1%', '...   \n",
       "568   {'力荐': '58.7%', '推荐': '33.5%', '很差': '0.2%', '...   \n",
       "542   {'力荐': '58.5%', '推荐': '35.5%', '很差': '0.1%', '...   \n",
       "472   {'力荐': '57.7%', '推荐': '33.9%', '很差': '0.2%', '...   \n",
       "2879  {'力荐': '57.6%', '推荐': '35.4%', '很差': '0.2%', '...   \n",
       "0     {'力荐': '57.6%', '推荐': '34.8%', '很差': '0.2%', '...   \n",
       "2806  {'力荐': '56.6%', '推荐': '36.7%', '很差': '0.1%', '...   \n",
       "1686  {'力荐': '56.4%', '推荐': '35.4%', '很差': '0.1%', '...   \n",
       "...                                                 ...   \n",
       "516   {'力荐': '49.8%', '推荐': '40.3%', '很差': '0.1%', '...   \n",
       "4554  {'力荐': '46.9%', '推荐': '44.2%', '很差': '0.2%', '...   \n",
       "1581  {'力荐': '46.9%', '推荐': '39.0%', '很差': '0.4%', '...   \n",
       "672   {'力荐': '45.6%', '推荐': '41.3%', '很差': '0.1%', '...   \n",
       "2801  {'力荐': '44.0%', '推荐': '43.2%', '很差': '0.2%', '...   \n",
       "2753  {'力荐': '39.9%', '推荐': '45.4%', '很差': '0.1%', '...   \n",
       "3856  {'力荐': '37.1%', '推荐': '51.3%', '很差': '0.1%', '...   \n",
       "2918  {'力荐': '36.7%', '推荐': '47.0%', '很差': '0.1%', '...   \n",
       "4495  {'力荐': '33.3%', '推荐': '48.2%', '很差': '0.3%', '...   \n",
       "2143  {'力荐': '31.2%', '推荐': '52.0%', '很差': '0.1%', '...   \n",
       "2127  {'力荐': '31.0%', '推荐': '51.8%', '很差': '0.1%', '...   \n",
       "3240  {'力荐': '31.5%', '推荐': '47.9%', '很差': '0.1%', '...   \n",
       "2829  {'力荐': '30.4%', '推荐': '52.7%', '很差': '0.1%', '...   \n",
       "3836  {'力荐': '24.7%', '推荐': '52.3%', '很差': '0.3%', '...   \n",
       "3053  {'力荐': '22.1%', '推荐': '49.2%', '很差': '0.2%', '...   \n",
       "3917  {'力荐': '19.5%', '推荐': '50.8%', '很差': '0.2%', '...   \n",
       "1360  {'力荐': '68.5%', '推荐': '26.8%', '很差': '0.1%', '...   \n",
       "176   {'力荐': '68.5%', '推荐': '26.2%', '很差': '0.1%', '...   \n",
       "607   {'力荐': '67.5%', '推荐': '27.9%', '很差': '0.1%', '...   \n",
       "4177  {'力荐': '56.8%', '推荐': '36.1%', '很差': '0.1%', '...   \n",
       "2685  {'力荐': '47.2%', '推荐': '42.3%', '很差': '0.1%', '...   \n",
       "3890  {'力荐': '39.6%', '推荐': '47.8%', '很差': '0.1%', '...   \n",
       "3532  {'力荐': '34.7%', '推荐': '47.0%', '很差': '0.5%', '...   \n",
       "1161  {'力荐': '31.6%', '推荐': '49.1%', '很差': '0.2%', '...   \n",
       "2355  {'力荐': '29.7%', '推荐': '49.8%', '很差': '0.3%', '...   \n",
       "4389  {'力荐': '19.3%', '推荐': '51.8%', '很差': '0.2%', '...   \n",
       "3650  {'力荐': '63.1%', '推荐': '31.7%', '很差': '0.1%', '...   \n",
       "2992  {'力荐': '59.5%', '推荐': '34.8%', '很差': '0.1%', '...   \n",
       "3469  {'力荐': '59.0%', '推荐': '32.1%', '很差': '0.3%', '...   \n",
       "3785  {'力荐': '44.2%', '推荐': '42.3%', '很差': '0.4%', '...   \n",
       "\n",
       "                                              format_评分    5星    4星    3星  \\\n",
       "2959  {'较差': '0.6%', '还行': '6.7%', '推荐': '19.0%', '很...  73.3  19.0   6.7   \n",
       "3969  {'较差': '0.4%', '还行': '4.7%', '推荐': '22.2%', '很...  72.5  22.2   4.7   \n",
       "6     {'较差': '0.3%', '还行': '4.1%', '推荐': '25.4%', '很...  70.1  25.4   4.1   \n",
       "130   {'较差': '0.3%', '还行': '4.0%', '推荐': '26.4%', '很...  69.2  26.4   4.0   \n",
       "2775  {'较差': '1.4%', '还行': '7.7%', '推荐': '19.1%', '很...  71.0  19.1   7.7   \n",
       "24    {'较差': '0.5%', '还行': '5.1%', '推荐': '24.5%', '很...  69.6  24.5   5.1   \n",
       "3902  {'较差': '0.6%', '还行': '6.7%', '推荐': '23.5%', '很...  69.1  23.5   6.7   \n",
       "2466  {'较差': '0.2%', '还行': '4.7%', '推荐': '28.3%', '很...  66.8  28.3   4.7   \n",
       "74    {'较差': '0.3%', '还行': '4.7%', '推荐': '28.9%', '很...  66.0  28.9   4.7   \n",
       "244   {'较差': '0.3%', '还行': '4.8%', '推荐': '29.5%', '很...  65.3  29.5   4.8   \n",
       "264   {'较差': '0.3%', '还行': '4.8%', '推荐': '29.7%', '很...  65.0  29.7   4.8   \n",
       "18    {'较差': '0.3%', '还行': '5.3%', '推荐': '30.2%', '很...  64.2  30.2   5.3   \n",
       "2845  {'较差': '0.4%', '还行': '6.8%', '推荐': '29.0%', '很...  63.7  29.0   6.8   \n",
       "3021  {'较差': '0.7%', '还行': '8.6%', '推荐': '26.7%', '很...  63.7  26.7   8.6   \n",
       "1024  {'较差': '0.4%', '还行': '6.1%', '推荐': '30.3%', '很...  63.1  30.3   6.1   \n",
       "1416  {'较差': '0.3%', '还行': '5.4%', '推荐': '31.8%', '很...  62.4  31.8   5.4   \n",
       "572   {'较差': '0.5%', '还行': '5.8%', '推荐': '32.2%', '很...  61.3  32.2   5.8   \n",
       "3321  {'较差': '1.0%', '还行': '8.4%', '推荐': '26.8%', '很...  63.4  26.8   8.4   \n",
       "1378  {'较差': '0.6%', '还行': '7.5%', '推荐': '30.7%', '很...  60.9  30.7   7.5   \n",
       "23    {'较差': '0.5%', '还行': '6.8%', '推荐': '31.8%', '很...  60.7  31.8   6.8   \n",
       "39    {'较差': '0.4%', '还行': '7.1%', '推荐': '31.8%', '很...  60.6  31.8   7.1   \n",
       "15    {'较差': '0.4%', '还行': '6.5%', '推荐': '32.9%', '很...  60.1  32.9   6.5   \n",
       "13    {'较差': '0.5%', '还行': '7.3%', '推荐': '32.5%', '很...  59.6  32.5   7.3   \n",
       "568   {'较差': '0.5%', '还行': '7.1%', '推荐': '33.5%', '很...  58.7  33.5   7.1   \n",
       "542   {'较差': '0.4%', '还行': '5.5%', '推荐': '35.5%', '很...  58.5  35.5   5.5   \n",
       "472   {'较差': '0.6%', '还行': '7.6%', '推荐': '33.9%', '很...  57.7  33.9   7.6   \n",
       "2879  {'较差': '0.3%', '还行': '6.5%', '推荐': '35.4%', '很...  57.6  35.4   6.5   \n",
       "0     {'较差': '0.5%', '还行': '6.9%', '推荐': '34.8%', '很...  57.6  34.8   6.9   \n",
       "2806  {'较差': '0.3%', '还行': '6.3%', '推荐': '36.7%', '很...  56.6  36.7   6.3   \n",
       "1686  {'较差': '0.4%', '还行': '7.7%', '推荐': '35.4%', '很...  56.4  35.4   7.7   \n",
       "...                                                 ...   ...   ...   ...   \n",
       "516   {'较差': '0.4%', '还行': '9.3%', '推荐': '40.3%', '很...  49.8  40.3   9.3   \n",
       "4554  {'较差': '0.6%', '还行': '8.2%', '推荐': '44.2%', '很...  46.9  44.2   8.2   \n",
       "1581  {'较差': '1.3%', '还行': '12.4%', '推荐': '39.0%', '...  46.9  39.0  12.4   \n",
       "672   {'较差': '0.7%', '还行': '12.2%', '推荐': '41.3%', '...  45.6  41.3  12.2   \n",
       "2801  {'较差': '0.9%', '还行': '11.7%', '推荐': '43.2%', '...  44.0  43.2  11.7   \n",
       "2753  {'较差': '0.7%', '还行': '13.9%', '推荐': '45.4%', '...  39.9  45.4  13.9   \n",
       "3856  {'较差': '0.5%', '还行': '11.1%', '推荐': '51.3%', '...  37.1  51.3  11.1   \n",
       "2918  {'较差': '0.7%', '还行': '15.5%', '推荐': '47.0%', '...  36.7  47.0  15.5   \n",
       "4495  {'较差': '1.3%', '还行': '16.9%', '推荐': '48.2%', '...  33.3  48.2  16.9   \n",
       "2143  {'较差': '0.8%', '还行': '15.8%', '推荐': '52.0%', '...  31.2  52.0  15.8   \n",
       "2127  {'较差': '0.6%', '还行': '16.4%', '推荐': '51.8%', '...  31.0  51.8  16.4   \n",
       "3240  {'较差': '1.0%', '还行': '19.5%', '推荐': '47.9%', '...  31.5  47.9  19.5   \n",
       "2829  {'较差': '0.9%', '还行': '15.8%', '推荐': '52.7%', '...  30.4  52.7  15.8   \n",
       "3836  {'较差': '1.5%', '还行': '21.2%', '推荐': '52.3%', '...  24.7  52.3  21.2   \n",
       "3053  {'较差': '1.8%', '还行': '26.7%', '推荐': '49.2%', '...  22.1  49.2  26.7   \n",
       "3917  {'较差': '1.9%', '还行': '27.6%', '推荐': '50.8%', '...  19.5  50.8  27.6   \n",
       "1360  {'较差': '0.2%', '还行': '4.3%', '推荐': '26.8%', '很...  68.5  26.8   4.3   \n",
       "176   {'较差': '0.3%', '还行': '4.9%', '推荐': '26.2%', '很...  68.5  26.2   4.9   \n",
       "607   {'较差': '0.2%', '还行': '4.4%', '推荐': '27.9%', '很...  67.5  27.9   4.4   \n",
       "4177  {'较差': '0.4%', '还行': '6.6%', '推荐': '36.1%', '很...  56.8  36.1   6.6   \n",
       "2685  {'较差': '0.4%', '还行': '10.0%', '推荐': '42.3%', '...  47.2  42.3  10.0   \n",
       "3890  {'较差': '0.7%', '还行': '11.8%', '推荐': '47.8%', '...  39.6  47.8  11.8   \n",
       "3532  {'较差': '1.7%', '还行': '16.0%', '推荐': '47.0%', '...  34.7  47.0  16.0   \n",
       "1161  {'较差': '0.8%', '还行': '18.4%', '推荐': '49.1%', '...  31.6  49.1  18.4   \n",
       "2355  {'较差': '1.2%', '还行': '19.0%', '推荐': '49.8%', '...  29.7  49.8  19.0   \n",
       "4389  {'较差': '1.8%', '还行': '26.8%', '推荐': '51.8%', '...  19.3  51.8  26.8   \n",
       "3650  {'较差': '0.3%', '还行': '4.8%', '推荐': '31.7%', '很...  63.1  31.7   4.8   \n",
       "2992  {'较差': '0.3%', '还行': '5.3%', '推荐': '34.8%', '很...  59.5  34.8   5.3   \n",
       "3469  {'较差': '0.8%', '还行': '7.8%', '推荐': '32.1%', '很...  59.0  32.1   7.8   \n",
       "3785  {'较差': '0.8%', '还行': '12.3%', '推荐': '42.3%', '...  44.2  42.3  12.3   \n",
       "\n",
       "       2星   1星        年代  \n",
       "2959  0.6  0.4  21世纪10年代  \n",
       "3969  0.4  0.3  21世纪10年代  \n",
       "6     0.3  0.2  21世纪10年代  \n",
       "130   0.3  0.1  21世纪10年代  \n",
       "2775  1.4  0.7  21世纪10年代  \n",
       "24    0.5  0.4  21世纪10年代  \n",
       "3902  0.6  0.1  21世纪10年代  \n",
       "2466  0.2  0.0  21世纪10年代  \n",
       "74    0.3  0.1  21世纪10年代  \n",
       "244   0.3  0.1  21世纪10年代  \n",
       "264   0.3  0.1  21世纪10年代  \n",
       "18    0.3  0.1  21世纪10年代  \n",
       "2845  0.4  0.1  21世纪10年代  \n",
       "3021  0.7  0.3  21世纪10年代  \n",
       "1024  0.4  0.1  21世纪10年代  \n",
       "1416  0.3  0.1  21世纪10年代  \n",
       "572   0.5  0.3  21世纪10年代  \n",
       "3321  1.0  0.4  21世纪10年代  \n",
       "1378  0.6  0.2  21世纪10年代  \n",
       "23    0.5  0.2  21世纪10年代  \n",
       "39    0.4  0.1  21世纪10年代  \n",
       "15    0.4  0.2  21世纪10年代  \n",
       "13    0.5  0.1  21世纪10年代  \n",
       "568   0.5  0.2  21世纪10年代  \n",
       "542   0.4  0.1  21世纪10年代  \n",
       "472   0.6  0.2  21世纪10年代  \n",
       "2879  0.3  0.2  21世纪10年代  \n",
       "0     0.5  0.2  21世纪10年代  \n",
       "2806  0.3  0.1  21世纪10年代  \n",
       "1686  0.4  0.1  21世纪10年代  \n",
       "...   ...  ...       ...  \n",
       "516   0.4  0.1  20世纪40年代  \n",
       "4554  0.6  0.2  20世纪40年代  \n",
       "1581  1.3  0.4  20世纪40年代  \n",
       "672   0.7  0.1  20世纪40年代  \n",
       "2801  0.9  0.2  20世纪40年代  \n",
       "2753  0.7  0.1  20世纪40年代  \n",
       "3856  0.5  0.1  20世纪40年代  \n",
       "2918  0.7  0.1  20世纪40年代  \n",
       "4495  1.3  0.3  20世纪40年代  \n",
       "2143  0.8  0.1  20世纪40年代  \n",
       "2127  0.6  0.1  20世纪40年代  \n",
       "3240  1.0  0.1  20世纪40年代  \n",
       "2829  0.9  0.1  20世纪40年代  \n",
       "3836  1.5  0.3  20世纪40年代  \n",
       "3053  1.8  0.2  20世纪40年代  \n",
       "3917  1.9  0.2  20世纪40年代  \n",
       "1360  0.2  0.1  20世纪30年代  \n",
       "176   0.3  0.1  20世纪30年代  \n",
       "607   0.2  0.1  20世纪30年代  \n",
       "4177  0.4  0.1  20世纪30年代  \n",
       "2685  0.4  0.1  20世纪30年代  \n",
       "3890  0.7  0.1  20世纪30年代  \n",
       "3532  1.7  0.5  20世纪30年代  \n",
       "1161  0.8  0.2  20世纪30年代  \n",
       "2355  1.2  0.3  20世纪30年代  \n",
       "4389  1.8  0.2  20世纪30年代  \n",
       "3650  0.3  0.1  20世纪20年代  \n",
       "2992  0.3  0.1  20世纪20年代  \n",
       "3469  0.8  0.3  20世纪20年代  \n",
       "3785  0.8  0.4  20世纪20年代  \n",
       "\n",
       "[4477 rows x 24 columns]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#先按照年代，再按照评分排序\n",
    "movie_f.sort_values(['年代','评分'],ascending = False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6.灵活筛选"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "final_rank = pd.DataFrame()\n",
    "for century,count in zip(century_f.index,century_f.values):\n",
    "    f1 = movie_f.loc[movie_f['年代'] == century,:]\n",
    "    if count < 1000:\n",
    "        return_num = int(count * 0.1)\n",
    "    f2 = f1.iloc[:return_num,:]\n",
    "    final_rank = pd.concat([final_rank,f2])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>主演</th>\n",
       "      <th>导演</th>\n",
       "      <th>标记</th>\n",
       "      <th>海报</th>\n",
       "      <th>片名_x</th>\n",
       "      <th>网址</th>\n",
       "      <th>评分</th>\n",
       "      <th>上映时间</th>\n",
       "      <th>地区</th>\n",
       "      <th>...</th>\n",
       "      <th>简介</th>\n",
       "      <th>评分人数</th>\n",
       "      <th>评分分布</th>\n",
       "      <th>format_评分</th>\n",
       "      <th>5星</th>\n",
       "      <th>4星</th>\n",
       "      <th>3星</th>\n",
       "      <th>2星</th>\n",
       "      <th>1星</th>\n",
       "      <th>年代</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1360</th>\n",
       "      <td>1293908</td>\n",
       "      <td>['查理·卓别林', '弗吉尼亚·切瑞尔', '佛罗伦斯·李', '亨利·伯格曼', '珍·...</td>\n",
       "      <td>['查理·卓别林']</td>\n",
       "      <td>45</td>\n",
       "      <td>https://img1.doubanio.com/view/photo/s_ratio_p...</td>\n",
       "      <td>城市之光</td>\n",
       "      <td>https://movie.douban.com/subject/1293908/</td>\n",
       "      <td>9.3</td>\n",
       "      <td>1931</td>\n",
       "      <td>美国</td>\n",
       "      <td>...</td>\n",
       "      <td>他是一个流浪汉（查理·卓别林 Charles Chaplin 饰），身无分文，遇上了双目失明...</td>\n",
       "      <td>63334</td>\n",
       "      <td>{'力荐': '68.5%', '推荐': '26.8%', '很差': '0.1%', '...</td>\n",
       "      <td>{'较差': '0.2%', '还行': '4.3%', '推荐': '26.8%', '很...</td>\n",
       "      <td>68.5</td>\n",
       "      <td>26.8</td>\n",
       "      <td>4.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.1</td>\n",
       "      <td>20世纪30年代</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           ID                                                 主演          导演  \\\n",
       "1360  1293908  ['查理·卓别林', '弗吉尼亚·切瑞尔', '佛罗伦斯·李', '亨利·伯格曼', '珍·...  ['查理·卓别林']   \n",
       "\n",
       "      标记                                                 海报  片名_x  \\\n",
       "1360  45  https://img1.doubanio.com/view/photo/s_ratio_p...  城市之光   \n",
       "\n",
       "                                             网址   评分  上映时间  地区  ...  \\\n",
       "1360  https://movie.douban.com/subject/1293908/  9.3  1931  美国  ...   \n",
       "\n",
       "                                                     简介   评分人数  \\\n",
       "1360  他是一个流浪汉（查理·卓别林 Charles Chaplin 饰），身无分文，遇上了双目失明...  63334   \n",
       "\n",
       "                                                   评分分布  \\\n",
       "1360  {'力荐': '68.5%', '推荐': '26.8%', '很差': '0.1%', '...   \n",
       "\n",
       "                                              format_评分    5星    4星   3星   2星  \\\n",
       "1360  {'较差': '0.2%', '还行': '4.3%', '推荐': '26.8%', '很...  68.5  26.8  4.3  0.2   \n",
       "\n",
       "       1星        年代  \n",
       "1360  0.1  20世纪30年代  \n",
       "\n",
       "[1 rows x 24 columns]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_rank.head(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#final_rank.to_excel('最终电影排名结果.xlsx')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "### 7.词云绘制"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from pyecharts import WordCloud\n",
    "\n",
    "myWordCloud = WordCloud(\"绘制词云\",width=1000, height=200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#词云图暂时剔除掉包含篇、版相对小众的动漫\n",
    "final_rank_f = final_rank.loc[(final_rank['片名_x'].str.find('篇') == -1) & \n",
    "                              (final_rank['片名_x'].str.find('版') == -1) &\n",
    "                              (final_rank['片名_x'].str.find('界') == -1),:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 173,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "for i in final_rank_f['年代'].unique():\n",
    "    name = final_rank_f.loc[final_rank_f['年代'] == i,'片名_x'].values[:5]\n",
    "    value = final_rank_f.loc[final_rank_f['年代'] == i,'评分'].values[:5]\n",
    "    names = []\n",
    "    for n,v in zip(name,value):\n",
    "        n = n + ' ' + str(v)\n",
    "        names.append(n)\n",
    "    myWordCloud = WordCloud(i,width=1000, height=500)\n",
    "    myWordCloud.add(\"\",attr = names,value = value,word_size_range=[30,40],shape = 'cardioid')\n",
    "    myWordCloud.render(i + '.html')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 174,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  }
 ],
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